{"id":1251240718934380500,"conversation_id":"1251240718103961600","created_at":1587154008000,"date":"2020-04-17","time":"20:06:48","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"1. Control group\n2. Random assignment to treatment or control\n3. Sample size large enough to detect best estimate of effect size (power)\n4. Statistically significant impact (p<0.05)\n5. Effect size big enough that significance holds if you assume worst outcome for attritors. 2/4","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":6,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1251240718934380547","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1251206659864760300,"conversation_id":"1251169816129548295","created_at":1587145888000,"date":"2020-04-17","time":"17:51:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Nope! An objective review of the evidence.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1251206659864760320","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1250961885236772900,"conversation_id":"1250961885236772864","created_at":1587087529000,"date":"2020-04-17","time":"01:38:49","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Desperate times call for d̶e̶s̶p̶e̶r̶a̶t̶e̶ ̶m̶e̶a̶s̶u̶r̶e̶s̶  evidence-based medicine.","mentions":[],"urls":[],"photos":[],"replies_count":17,"retweets_count":629,"likes_count":2736,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1250961885236772864","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1250203044597375000,"conversation_id":"1250203044597374976","created_at":1586906608000,"date":"2020-04-14","time":"23:23:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Tell me your small win for today!\n\nI'll start: I graded one assignment for one of my classes. #smallwins","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":0,"likes_count":5,"hashtags":["#smallwins"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1250203044597374976","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1250200124220944400,"conversation_id":"1250200124220944389","created_at":1586905911000,"date":"2020-04-14","time":"23:11:51","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"If the U.S. decided to do whole \"herd immunity\" strategy, when would be the optimal time for someone to loosen up their social distancing and try to get infected?","mentions":[],"urls":[],"photos":[],"replies_count":3,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1250200124220944389","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249772770562621400,"conversation_id":"1247197571019345920","created_at":1586804022000,"date":"2020-04-13","time":"18:53:42","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"There are many potential sources of bias comparing between two countries. BCG programs are associated with greater risk of TB.  Imprudent to attribute differences in COVID impact to BCG alone.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":3,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249772770562621440","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249401701028814800,"conversation_id":"1249401701028814849","created_at":1586715552000,"date":"2020-04-12","time":"18:19:12","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"10-year work from home veteran here. 🙋‍♀️Time to re-optimize. Tell me what's not working for you and we'll crowd source empathy and ideas.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":5,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249401701028814849","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249119931515523000,"conversation_id":"1249119931515523073","created_at":1586648373000,"date":"2020-04-11","time":"23:39:33","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Desperate times call for #EvidenceBasedMedicine.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":1,"hashtags":["#evidencebasedmedicine"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249119931515523073","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249106811657113600,"conversation_id":"1249106804006621189","created_at":1586645245000,"date":"2020-04-11","time":"22:47:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Waiting for RCT evidence can seem pointless when hospitals and ICUs are overwhelmed by #COVID19 patients. But not all evidence is created equal. Making decisions on poor quality or inconclusive evidence risks violating the principles of #EvidenceBasedMedicine and #DoNoHarm. 10/10","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":3,"likes_count":18,"hashtags":["#covid19","#evidencebasedmedicine","#donoharm"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249106811657113601","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249106810918879200,"conversation_id":"1249106804006621189","created_at":1586645245000,"date":"2020-04-11","time":"22:47:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"And without a control group in the study we have no way to tell whether these rates (especially of liver disfunction) are being driven by COVID19 infection itself or by #remdesivir. 🤷‍♀️ 9/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":2,"likes_count":10,"hashtags":["#remdesivir"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249106810918879233","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249106810310713300,"conversation_id":"1249106804006621189","created_at":1586645245000,"date":"2020-04-11","time":"22:47:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Of 61 dream team study patients, 60% had adverse effects, 23% had serious adverse effects, 8% had to discontinue early and 13% died. These are good outcomes for severe COVID19 patients. But these rates are likely to be (somewhat? much?) worse for the typical COVID19 patient. 8/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":5,"likes_count":15,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249106810310713344","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1249106809723531300,"conversation_id":"1249106804006621189","created_at":1586645245000,"date":"2020-04-11","time":"22:47:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Recent experience with hydroxychloroquine shows how perceptions of effectiveness, regardless of the evidence, can drive behavior of both doctors and patients. The rush to learn and share new information can do more harm than good if the information is of dubious quality. 7/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":4,"likes_count":18,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1249106809723531266","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308953500483600,"conversation_id":"1248308946764529664","created_at":1586455021000,"date":"2020-04-09","time":"17:57:01","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"These challenges are surmountable, and an imperfect random sample may be better than the alternative. But it's possible a sentinel surveillance system (w/ appropriate statistical adjustment) could produce sufficient estimates for decision-making at a much lower cost. 11/11","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308953500483584","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308952808521700,"conversation_id":"1248308946764529664","created_at":1586455021000,"date":"2020-04-09","time":"17:57:01","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Bounding estimates: If the response rate is too low, calculating the plausible bounds produces a range of estimates too wide to be very useful. 10/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308952808521729","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308952091279400,"conversation_id":"1248308946764529664","created_at":1586455021000,"date":"2020-04-09","time":"17:57:01","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Statistical adjustment: You could statistically adjust the biased data using info gathered about respondents. But there are no guarantees that the observed respondent characteristics will be sufficient to model the sample selection, even using machine learning techniques. 9/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308952091279364","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308951449514000,"conversation_id":"1248308946764529664","created_at":1586455021000,"date":"2020-04-09","time":"17:57:01","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Excess demand for testing: To avoid biasing the estimates, enumerators would need to deny tests to people not in the random sample.  This puts a lot of pressure on enumerators when the demand for tests far exceeds the supply. 8/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308951449513986","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308950799442000,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Perceived legitimacy: You'd need backing from the CDC or other Federal government office. Independent researchers without Federal or at least state authority could be viewed with suspicion, which would lead to selective non-response. 7/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308950799441920","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308950153511000,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Time sensitivity: You'd need to perform data collection over a short window of time to get an accurate snapshot of the epidemic that is growing exponentially. That means recruiting, training and coordinating lots of enumerators. 6/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308950153510914","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308949473996800,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Selective non-response 2: The ethical standard of \"informed consent\" requires telling selected respondents that their participation could result in COVID infection.  That will selectively depress the response rate. 5/11","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308949473996800","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308948874276900,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Selective non-response 1: You'll end up with a lot of non-random non-response. Sick people may not be able to answer the door. Healthy people may not want to risk being exposed by participating. 4/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308948874276866","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308948232548400,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Transmission risk: Sending enumerators door-to-door to perform tests puts them at risk of coming into close contact with contagious people. It also puts respondents at risk of coming into close contact with enumerators who may have been exposed. 3/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308948232548353","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308947599134700,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"My work develops methods to generate unbiased estimates of disease prevalence from household and health system data with unknown biases in collection. I've seen many ways data collection can go haywire and thought through how statistics can back out accurate estimates. 2/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308947599134721","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248308946764529700,"conversation_id":"1248308946764529664","created_at":1586455020000,"date":"2020-04-09","time":"17:57:00","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#COVID19 policy-making could be improved if we had accurate estimates of incidence based on a random sample of the U.S. population to guide us. But there are serious implementation challenges that jeopardize the quality of the data and its usefulness for decision-making. THREAD:","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":5,"likes_count":5,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248308946764529664","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248038430304604200,"conversation_id":"1248038430304604167","created_at":1586390523000,"date":"2020-04-09","time":"00:02:03","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"The models tell us what *can* happen, but none of the models tell us what *will* happen. We are co-creating our COVID19 destiny.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":3,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248038430304604167","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1248037277588217900,"conversation_id":"1248037277588217856","created_at":1586390249000,"date":"2020-04-08","time":"23:57:29","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"If the model predicts a high death toll, people will freak out and the death toll will be low. If the model predicts a relatively low death toll, people will take more risks with social distancing and the death toll will be high. Either way your model ends up being \"wrong\".","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":11,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1248037277588217856","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1247695364322463700,"conversation_id":"1247695364322463749","created_at":1586308730000,"date":"2020-04-08","time":"01:18:50","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"I miss peer pressure.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1247695364322463749","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1247209616603299800,"conversation_id":"1247209616603299843","created_at":1586192919000,"date":"2020-04-06","time":"17:08:39","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Happy Wednesday!","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1247209616603299843","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1247197573154328600,"conversation_id":"1247197571019345920","created_at":1586190047000,"date":"2020-04-06","time":"16:20:47","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Careful not to infer causation from a correlation between the countries with high BCG coverage and the ability to control #COVID19.  There are far too many confounders. I keep seeing smart, presumably well-trained people doing this. (See also mask policy discussion).","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":4,"likes_count":19,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1247197573154328579","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1247197572558618600,"conversation_id":"1247197571019345920","created_at":1586190047000,"date":"2020-04-06","time":"16:20:47","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"We need to plan trials because we don't know causation and have to evaluate it. Clinical equipoise is uncertainty.","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":3,"likes_count":8,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1247197572558618626","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1247197571833114600,"conversation_id":"1247197571019345920","created_at":1586190047000,"date":"2020-04-06","time":"16:20:47","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"There has been a dearth of investment and innovation in TB because those most at risk for TB live in extreme poverty. The BCG vaccine was first given to humans in 1921.  There is likely room for improvement in the formulation and delivery of the vaccine. We need RCTs to guide us.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":2,"likes_count":7,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1247197571833114627","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1246823773279522800,"conversation_id":"1246793529734635522","created_at":1586100927000,"date":"2020-04-05","time":"15:35:27","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Another reason to #FlattenTheCurve.  Patients who get sick even a week or two later will have a better chance of survival.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":2,"hashtags":["#flattenthecurve"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1246823773279522817","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1246461462496845800,"conversation_id":"1246461461741940737","created_at":1586014545000,"date":"2020-04-04","time":"15:35:45","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"It also makes it harder for front-line workers in grocery stores, public transportation in \"low community transmission\" areas to convince their employers to let them wear masks.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1246461462496845824","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1246195941251657700,"conversation_id":"1246195941251657729","created_at":1585951240000,"date":"2020-04-03","time":"22:00:40","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"We’ll just vote him out in November they said. 😂😂😂","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1246195941251657729","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1246122133052219400,"conversation_id":"1246122132175818753","created_at":1585933643000,"date":"2020-04-03","time":"17:07:23","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"D.C. started social distancing relatively early for the epidemic here, which is good.  It means we are going to avoid the hit that NYC is taking. It bought us time.  But we need to keep up the social distancing or we will undo our gains. #DCtwitter","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":1,"hashtags":["#dctwitter"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1246122133052219392","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245762225446572000,"conversation_id":"1245762222527258624","created_at":1585847834000,"date":"2020-04-02","time":"17:17:14","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Fifth medical masks are extremely effective at preventing infected healthcare workers from transmitting the virus.Sixth, keeping healthcare workers healthy during a pandemic is especially critical to prevent healthcare facilities from being overwhelmed, increasing mortality.\" 4/4","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245762225446572033","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245762224607637500,"conversation_id":"1245762222527258624","created_at":1585847834000,"date":"2020-04-02","time":"17:17:14","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Fourth, there is substantial evidence that N95 respirators and surgical masks protect healthy individuals, and that N95 respirators are most effective since medical procedures can lead to the aerosolization of droplets which makes medical masks essential. 3/4","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245762224607637504","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245762223970177000,"conversation_id":"1245762222527258624","created_at":1585847833000,"date":"2020-04-02","time":"17:17:13","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Second, if infected, healthcare workers without adequate protection are esp. likely to expose others for similar reasons. Third, the people healthcare workers interact with are especially likely to have pre-existing conditions and thus high mortality rates from the virus. 2/4","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245762223970177027","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245762223294886000,"conversation_id":"1245762222527258624","created_at":1585847833000,"date":"2020-04-02","time":"17:17:13","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Key quote: \"First, healthcare workers are especially exposed to the virus if they lack protection: they cannot socially distance from their patients, they interact with a large number of patients, and those patients are especially likely to be exposed. 1/4","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245762223294885892","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245419744712327200,"conversation_id":"1245419743215079426","created_at":1585766180000,"date":"2020-04-01","time":"18:36:20","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"There was more than enough *public* information coming out of China to motivate shifting pandemic preparation into high gear.  The U.S. failed to act.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245419744712327168","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245419743940665300,"conversation_id":"1245419743215079426","created_at":1585766180000,"date":"2020-04-01","time":"18:36:20","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"The quote from VP Mike Pence that \"we could have been better off if China had been more forthcoming” gives it all away.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245419743940665345","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245384598244245500,"conversation_id":"1245384598244245504","created_at":1585757801000,"date":"2020-04-01","time":"16:16:41","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Everyone underestimates the potential impact of behavior change interventions because it's hard to get people to change their behavior.  But a global pandemic sure gets everyone's attention.  #Behaviorchange FTW!","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":0,"hashtags":["#behaviorchange"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245384598244245504","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167617901551600,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"I think we need a better term for #SocialDistancing that captures how powerful and adaptable it is. #epitwitter 10/10","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":1,"likes_count":0,"hashtags":["#socialdistancing","#epitwitter"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167617901551627","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167617184325600,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing gives everyone a stake in fighting the pandemic whether they consider themselves at high risk of infection or not. We all feel the pain of losing some freedoms. 9/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167617184325636","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167616534159400,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing signals the severity of the crisis to everyone.  You don’t have to read the news or talk to your neighbors to know that your community is taking the pandemic seriously. 8/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167616534159361","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167615804420000,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing reduces crowding in communal spaces that must stay open (e.g. grocery stores, public transportation) which lowers the risk of transmission there. 7/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167615804420097","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167615145894000,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing protects our neighbors though positive ripple effects (i.e. spillovers or externalities).  We stay home not only to avoid being infected but also to protect others from us if we’ve been infected.  6/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167615145893888","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167614520852500,"conversation_id":"1245167611865956352","created_at":1585706068000,"date":"2020-04-01","time":"01:54:28","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing buys us time. It holds transmission at bay to give testing, treatment and vaccine development a head start.  Cases are averted or at least postponed (i.e. #flattenthecurve). 5/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#socialdistancing","#flattenthecurve"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167614520852481","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167613820485600,"conversation_id":"1245167611865956352","created_at":1585706067000,"date":"2020-04-01","time":"01:54:27","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing begins having an effect immediately.  It stops the spread of the virus in its tracks, even if we aren’t able to see the impact in the testing and mortality data until 2+ weeks later. 4/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167613820485632","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167613195550700,"conversation_id":"1245167611865956352","created_at":1585706067000,"date":"2020-04-01","time":"01:54:27","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing can be implemented and scaled up instantaneously.  We don’t need to ramp up production or coordinate a widespread rollout.  Leaders can close schools or issue a stay at home order with a short lead time. 3/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167613195550723","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167612545372200,"conversation_id":"1245167611865956352","created_at":1585706067000,"date":"2020-04-01","time":"01:54:27","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing works. The disease can’t spread between people who never come into contact with each other’s germs. It accomplishes exactly what a rapid test & quarantine system would do: ensure contagious people (including asymptomatic cases) are immediately sequestered. 2/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#socialdistancing"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167612545372160","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245167611865956400,"conversation_id":"1245167611865956352","created_at":1585706067000,"date":"2020-04-01","time":"01:54:27","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"#SocialDistancing is our *single best weapon* in the fight against the #COVID19 pandemic right now, but the direct and indirect benefits aren’t obvious.  We can achieve higher compliance rates if everyone understands how effective it is. #epitwitter #healtheconomics 1/10","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":7,"hashtags":["#socialdistancing","#covid19","#epitwitter","#healtheconomics"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245167611865956352","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1245157922834911200,"conversation_id":"1245157922834911232","created_at":1585703757000,"date":"2020-04-01","time":"01:15:57","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"The road to success against #COVID19 is not through the White House, it's around it.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":1,"likes_count":0,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1245157922834911232","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384696877887500,"conversation_id":"1244384689907019777","created_at":1585519405000,"date":"2020-03-29","time":"22:03:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"If anyone has enough clout with state-level Vital Statistics to get early (immediate?) access to mortality data, we would have a lot more information for real-time #COVID19 decision-making in the U.S. #epitwitter #econtwitter 11/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":0,"hashtags":["#covid19","#epitwitter","#econtwitter"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384696877887490","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384696211038200,"conversation_id":"1244384689907019777","created_at":1585519405000,"date":"2020-03-29","time":"22:03:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"I'm a data person, not an M.D. But I understand that when health systems are overloaded the cause of death reports may fall by the wayside. I don't fault clinicians for this at all. They are busy making sure the next case doesn't die. #medtwitter 10 /11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#medtwitter"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384696211038209","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384695493804000,"conversation_id":"1244384689907019777","created_at":1585519405000,"date":"2020-03-29","time":"22:03:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Places farther from the seeding location may have fewer misattributed deaths early on since they're more aware earlier in their local outbreak, all else equal. With a few more data points you could estimate that parameter for Italy at least. 9/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384695493804035","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384694797504500,"conversation_id":"1244384689907019777","created_at":1585519405000,"date":"2020-03-29","time":"22:03:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Viruses like #COVID19 tend to spread geographically from each epidemic seeding location. Cities connected by lots of plane or train traffic (i.e. Milan/Venice, NYC/San Fran) would be considered semi-adjacent. 8/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384694797504515","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384693916766200,"conversation_id":"1244384689907019777","created_at":1585519405000,"date":"2020-03-29","time":"22:03:25","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"(Everything is \"ballpark\" with how little #COVID19 data we have right now. Even the modeling studies whether they admit it or not.)  #epitwitter #econtwitter 7/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":["#covid19","#epitwitter","#econtwitter"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384693916766215","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384692494905300,"conversation_id":"1244384689907019777","created_at":1585519404000,"date":"2020-03-29","time":"22:03:24","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"If you have cause of death information (usually collected, but not always immediately available) then you can narrow down the size of these three groups and get better estimates. 5/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384692494905345","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384691848990700,"conversation_id":"1244384689907019777","created_at":1585519404000,"date":"2020-03-29","time":"22:03:24","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Some deaths would have occurred even in the absence of covid. You can estimate this \"usual number of deaths\" using the previous year monthly death counts. It needs to be previous year not previous month data because of seasonal variation in flu deaths. 4/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384691848990722","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384691219837000,"conversation_id":"1244384689907019777","created_at":1585519404000,"date":"2020-03-29","time":"22:03:24","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Some \"excess\" deaths are covid-indirect deaths. These would be preventable in normal times but result in death during the covid epidemic due to restricted access to ambulances and health care (e.g. heart attacks). 3/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384691219836929","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244384690536173600,"conversation_id":"1244384689907019777","created_at":1585519404000,"date":"2020-03-29","time":"22:03:24","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Early in the local epidemic more #COVID19 deaths would be misattributed to the flu or pneumonia (i.e. non-covid), especially among the elderly. Once clinicians are aware of the local or state/provincial epidemic this misattribution is much less common. 2/11","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":2,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244384690536173570","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244292008799330300,"conversation_id":"1244292008799330312","created_at":1585497307000,"date":"2020-03-29","time":"15:55:07","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"I looped around the White House on my run this morning shouting at Trump to invoke the #DefenseProductionActNow.  Totally ineffective policy advocacy but extremely cathartic.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":2,"likes_count":29,"hashtags":["#defenseproductionactnow"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244292008799330312","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244007883160924200,"conversation_id":"1244007877678948354","created_at":1585429566000,"date":"2020-03-28","time":"21:06:06","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"8. The policy response matters.  Some recent World Series, Presidential Election and Superbowl outcomes should remind us not to get complacent. /end","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":28,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244007883160924160","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244007881709625300,"conversation_id":"1244007877678948354","created_at":1585429566000,"date":"2020-03-28","time":"21:06:06","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"6. The U.S. is currently facing challenges of poor compliance with social distancing (even after only 7 days), poor PPE coverage for health care workers (resulting in HCW quarantine, illness and death), and a Federal administration that has often undermined the #COVID19 response.","mentions":[],"urls":[],"photos":[],"replies_count":4,"retweets_count":9,"likes_count":38,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244007881709625344","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244007881038495700,"conversation_id":"1244007877678948354","created_at":1585429566000,"date":"2020-03-28","time":"21:06:06","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"5. The Wuhan numbers are almost surely an above-best-case scenario for the U.S.  Wuhan implemented strong social distancing measures with enforcement, PPE for essential workers, and universal mask wearing.  And they maintained these measures for 4 months.","mentions":[],"urls":[],"photos":[],"replies_count":3,"retweets_count":8,"likes_count":46,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244007881038495745","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244007879339913200,"conversation_id":"1244007877678948354","created_at":1585429565000,"date":"2020-03-28","time":"21:06:05","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"3. Most modeling studies have used data on the time path of #COVID19 from Wuhan because it is the most *complete* data we have for a wave of #COVID19 at this stage.  That makes sense.  But it likely paints a rosier modeling picture than what we should expect in the U.S.","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":2,"likes_count":28,"hashtags":["#covid19","#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244007879339913216","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1244007877678948400,"conversation_id":"1244007877678948354","created_at":1585429565000,"date":"2020-03-28","time":"21:06:05","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"1. I study #Tuberculosis in low-income countries. We face the problem of limited data to estimate parameters for modeling.  I spend a lot of time parsing modeling studies and trying to figure out which ones produce the best estimates for decision-making under uncertainty.","mentions":[],"urls":[],"photos":[],"replies_count":4,"retweets_count":28,"likes_count":85,"hashtags":["#tuberculosis"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1244007877678948354","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243942340890448000,"conversation_id":"1243942340009623552","created_at":1585413940000,"date":"2020-03-28","time":"16:45:40","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"We need to ramp up mask production already.  Invoke the #DefenseProductionAct!","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":0,"hashtags":["#defenseproductionact"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243942340890447872","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243695093225324500,"conversation_id":"1243695093225324544","created_at":1585354991000,"date":"2020-03-28","time":"00:23:11","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"President Pence would have invoked the Defense Production Act by now.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":2,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243695093225324544","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665581083156500,"conversation_id":"1243665576427491328","created_at":1585347955000,"date":"2020-03-27","time":"22:25:55","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"7 The intent of the data-driven designations appears to be to justify easing social distancing burden on \"low-risk\" counties.  However, implementing it too early could jeopardize accurate data collection, create perverse incentives and ultimately backfire.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":1,"likes_count":4,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665581083156487","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665580332331000,"conversation_id":"1243665576427491328","created_at":1585347955000,"date":"2020-03-27","time":"22:25:55","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"6 Low-risk may be misinterpreted as no-risk: Residents of low-risk counties may develop a false sense of security about the #COVID19 which would increase transmission and amplify their risk.  With #COVID19, false negatives are especially dangerous.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":3,"hashtags":["#covid19","#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665580332331008","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665579548041200,"conversation_id":"1243665576427491328","created_at":1585347955000,"date":"2020-03-27","time":"22:25:55","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"5 Public reporting of risk levels drives inter-county transmission:  Individuals will be induced to travel to nearby low-risk counties (e.g. for groceries or health care) which will broaden transmission geographically.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":3,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665579548041216","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665578759540700,"conversation_id":"1243665576427491328","created_at":1585347954000,"date":"2020-03-27","time":"22:25:54","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"4 Public reporting of risk levels perversely alters testing incentives: Out of fear of being labeled high-risk, counties may reduce testing overall and shift away from testing presumptive positive cases or high-risk individuals.  This torpedoes data quality.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":5,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665578759540742","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665577971011600,"conversation_id":"1243665576427491328","created_at":1585347954000,"date":"2020-03-27","time":"22:25:54","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"3 Data is quickly out of date: #COVID19 risk changes quickly because it spreads so fast.  How often would these designations be updated?  The number of positive tests from sick or hospitalized patients is already a lagged indicator for #COVID19 cases.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":3,"hashtags":["#covid19","#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665577971011585","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665577102782500,"conversation_id":"1243665576427491328","created_at":1585347954000,"date":"2020-03-27","time":"22:25:54","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"2 Current data is incomplete and misleading: Without either widespread testing (including asymptomatic cases) or a random sample, estimates of risk level are likely to be inaccurate.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":3,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665577102782465","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243665576427491300,"conversation_id":"1243665576427491328","created_at":1585347954000,"date":"2020-03-27","time":"22:25:54","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"1 Designating U.S. counties as high, medium or low #COVID19 risk too early in the pandemic would do more harm than good.  Let's consider the potential unintended consequences:","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":4,"likes_count":9,"hashtags":["#covid19"],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243665576427491328","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243663885162492000,"conversation_id":"1243663884025769987","created_at":1585347551000,"date":"2020-03-27","time":"22:19:11","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"2. Write my first thread.","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243663885162491910","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243663884600463400,"conversation_id":"1243663884025769987","created_at":1585347550000,"date":"2020-03-27","time":"22:19:10","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"1. Learn how to thread tweets.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243663884600463361","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1243663884025770000,"conversation_id":"1243663884025769987","created_at":1585347550000,"date":"2020-03-27","time":"22:19:10","timezone":"UTC","user_id":58736533,"username":"zoemclaren","name":"Zoë McLaren, PhD","place":"","tweet":"Today's to do list:","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/ZoeMcLaren/status/1243663884025769987","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"58736533","username":"ZoeMcLaren"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1272551427051712500,"conversation_id":"1272549130179448833","created_at":1592234877000,"date":"2020-06-15","time":"15:27:57","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"(aargh, should read no  one in provax circles, sorry. Monday morning!)","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":7,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1272551427051712513","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1268345179364262000,"conversation_id":"1267104914951540736","created_at":1591232030000,"date":"2020-06-04","time":"00:53:50","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Please, anyone point out where I said here that the virus will differentially spread. *That's exactly why I'm concerned.* One big difference also is that current protestors are also largely wearing masks & distancing when able, which will help minimize spread.","mentions":[],"urls":[],"photos":[],"replies_count":231,"retweets_count":9,"likes_count":173,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1268345179364261894","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1267104914951540700,"conversation_id":"1267104914951540736","created_at":1590936328000,"date":"2020-05-31","time":"14:45:28","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"From several commenters, \"why aren't you yelling about these protestors?\" \n\nI'm worried about them, yes. But if you see no difference between people protesting for their ability to get a haircut during a pandemic vs. fighting against being murdered by police, I can't help you.","mentions":[],"urls":[],"photos":[],"replies_count":1190,"retweets_count":584,"likes_count":2970,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1267104914951540736","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1266365670746460200,"conversation_id":"1266062009507987457","created_at":1590760078000,"date":"2020-05-29","time":"13:47:58","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"1) vaccines aren't perfect 2) I don't want other children to suffer and possibly die either.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":0,"likes_count":0,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1266365670746460160","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1265367885813145600,"conversation_id":"1238912456212316162","created_at":1590522188000,"date":"2020-05-26","time":"19:43:08","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Day 71: 18 yo is amazed by a talent I hadn't even recognized as such: pouring carbonated drinks exactly to the top of the glass without ever overflowing. Thanks, 10 years of retail food service employment!","mentions":[],"urls":[],"photos":[],"replies_count":7,"retweets_count":5,"likes_count":85,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1265367885813145600","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1265310122764644400,"conversation_id":"1265308817119678467","created_at":1590508416000,"date":"2020-05-26","time":"15:53:36","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"They mention both of those and many other aspects in the article, but it's not really clear what had the biggest effect.","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":0,"likes_count":7,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1265310122764644355","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1264332012728529000,"conversation_id":"1238912456212316162","created_at":1590275216000,"date":"2020-05-23","time":"23:06:56","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Day 68: 6 year old has discovered Captain Underpants. Reading the books: fantastic. Quiet, independent, gets him off screens. Netflix series: I need more wine. And I don't even drink.","mentions":[],"urls":[],"photos":[],"replies_count":11,"retweets_count":5,"likes_count":97,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1264332012728528897","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1264007633041854500,"conversation_id":"1264002450559770629","created_at":1590197878000,"date":"2020-05-23","time":"01:37:58","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"2 windows done!","mentions":[],"urls":[],"photos":[],"replies_count":0,"retweets_count":0,"likes_count":1,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1264007633041854469","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1264005702936395800,"conversation_id":"1264002450559770629","created_at":1590197418000,"date":"2020-05-23","time":"01:30:18","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"18. That's quaint. \n\n(I estimate well over 150 in 5 different windows. Usually I print things but, no printer, so they've just remained open).","mentions":[],"urls":[],"photos":[],"replies_count":5,"retweets_count":0,"likes_count":10,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1264005702936395776","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1264002450559770600,"conversation_id":"1264002450559770629","created_at":1590196642000,"date":"2020-05-23","time":"01:17:22","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Friday night party: closing dozens and dozens of tabs that I've had open since shutdown and cataloging the ones I need. \n\nYes, I am super fun at parties, thank you for asking.","mentions":[],"urls":[],"photos":[],"replies_count":43,"retweets_count":5,"likes_count":419,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1264002450559770629","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1263589689274953700,"conversation_id":"1263589686674505731","created_at":1590098232000,"date":"2020-05-21","time":"21:57:12","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"We expect to see this number bounce around a bit. It may go back down tomorrow. What concerns me is the thought of a steady upward climb with no clear directive on shutting down again.","mentions":[],"urls":[],"photos":[],"replies_count":10,"retweets_count":7,"likes_count":53,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1263589689274953736","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1262898115574730800,"conversation_id":"1262898114412904449","created_at":1589933348000,"date":"2020-05-20","time":"00:09:08","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Younger brother used to work at this factory Back In The Day. He said at the time (and this could have changed, of course) that people were crowded in pretty close along the lines, and break rooms were very busy. Great ways to spread a virus.","mentions":[],"urls":[],"photos":[],"replies_count":4,"retweets_count":3,"likes_count":22,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1262898115574730754","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1262722660770951200,"conversation_id":"1262722657822420993","created_at":1589891517000,"date":"2020-05-19","time":"12:31:57","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Really a shame that they didn't use this platform to demonstrate things they did right that kept transmission (seemingly?) low instead of just writing to Own The Libs.","mentions":[],"urls":[],"photos":[],"replies_count":6,"retweets_count":4,"likes_count":56,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1262722660770951169","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1262059322244247600,"conversation_id":"1262058557442347008","created_at":1589733365000,"date":"2020-05-17","time":"16:36:05","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"It's fantastic that Dr. Watcher jumped on board in March, but many of us have a long history of responding to these epidemics on Twitter. And again, overlooked.","mentions":[],"urls":[],"photos":[],"replies_count":3,"retweets_count":9,"likes_count":65,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1262059322244247552","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261752014003896300,"conversation_id":"1261709618692198407","created_at":1589660097000,"date":"2020-05-16","time":"20:14:57","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Honestly interested if anyone else in #epitwitter has examples of places doing this well, as far as messaging and preparation?","mentions":[],"urls":[],"photos":[],"replies_count":9,"retweets_count":5,"likes_count":30,"hashtags":["#epitwitter"],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261752014003896321","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261709644407464000,"conversation_id":"1261709618692198407","created_at":1589649995000,"date":"2020-05-16","time":"17:26:35","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"I'm just very concerned that, while public health people almost universally agree that testing and contact tracing are the way forward, the public isn't getting enough information on what that will really mean for the average person, especially the quarantine aspect. /fin","mentions":[],"urls":[],"photos":[],"replies_count":10,"retweets_count":26,"likes_count":170,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261709644407463936","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261709643136540700,"conversation_id":"1261709618692198407","created_at":1589649995000,"date":"2020-05-16","time":"17:26:35","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"And given that essential workers may frequently be identified as contacts, what is in place to make sure they get paid and keep their jobs while in quarantine? There must be procedures & regulations, but I haven't seen that discussed here. /6","mentions":[],"urls":[],"photos":[],"replies_count":3,"retweets_count":9,"likes_count":95,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261709643136540673","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261709642280943600,"conversation_id":"1261709618692198407","created_at":1589649994000,"date":"2020-05-16","time":"17:26:34","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Or, maybe it will be? I've seen nothing released yet regarding how this will be enforced, especially given the protesters who got DeWine to pull back his mandate of masks in public places. ODH should have power to mandate but will it be used? /5","mentions":[],"urls":[],"photos":[],"replies_count":3,"retweets_count":7,"likes_count":60,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261709642280943616","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261709640884260900,"conversation_id":"1261709618692198407","created_at":1589649994000,"date":"2020-05-16","time":"17:26:34","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Note the language also makes it sound voluntary. \"... will self-quarantine...\" instead of \"will be ordered to quarantine\" or other language that makes it clear it's not really an option. /4","mentions":[],"urls":[],"photos":[],"replies_count":2,"retweets_count":7,"likes_count":71,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261709640884260864","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261709629538656300,"conversation_id":"1261709618692198407","created_at":1589649991000,"date":"2020-05-16","time":"17:26:31","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"I think many in the public don't understand what will be asked if them re contact tracing, and we're not explaining it well. First, note what is missing in the graphic above: what do contacts do in that 14 days after exposure? It's not noted. /2","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":6,"likes_count":76,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261709629538656257","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
{"id":1261464717312360400,"conversation_id":"1261457355264401409","created_at":1589591600000,"date":"2020-05-16","time":"01:13:20","timezone":"UTC","user_id":35315865,"username":"aetiology","name":"Dr. Tara C. Smith","place":"","tweet":"Business pressures and no social safety net.","mentions":[],"urls":[],"photos":[],"replies_count":1,"retweets_count":1,"likes_count":24,"hashtags":[],"cashtags":[],"link":"https://twitter.com/aetiology/status/1261464717312360448","retweet":false,"quote_url":"","video":0,"near":"","geo":"","source":"","user_rt_id":"","user_rt":"","retweet_id":"","reply_to":[{"user_id":"35315865","username":"aetiology"}],"retweet_date":"","translate":"","trans_src":"","trans_dest":""}
