{"id":"W3081037838","doi":"10.1136/bmj.m3260","title":"Covid-19: Should doctors recommend treatments and vaccines when full data are not publicly available?","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Preprint; Coronavirus disease 2019 (COVID-19); Transparency (behavior); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Imperfect; Medicine; Data science; Computer science; Virology; Infectious disease (medical specialty); World Wide Web; Computer security; Pathology; Philosophy; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08594052,0.0006728111,0.001687186,0.002328584,0.004506335,0.0116395,0.003473733,0.03366624,0.03058739],"category_scores_gemma":[0.3962519,0.001344498,0.002234799,0.002967914,0.008978277,0.0165909,0.006605977,0.03199903,0.01463766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007017009,"about_ca_system_score_gemma":0.02601667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02888694,"about_ca_topic_score_gemma":0.02744655,"domain_scores_codex":[0.9470885,0.02561253,0.00787142,0.002713311,0.01275659,0.003957725],"domain_scores_gemma":[0.6074897,0.2800185,0.0255623,0.01613466,0.04317692,0.02761777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001691858,0.00002334171,0.001970452,0.0002329933,0.0000483884,0.00006906962,0.0004426174,0.00005212122,0.00009478353,0.01190078,0.9647047,0.02029157],"study_design_scores_gemma":[0.0003245486,0.0001123733,0.003758553,0.002572242,0.0001028243,0.0002360795,0.00195971,0.0003705818,0.0003516238,0.03456455,0.9554479,0.0001990246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000250856,0.0008840918,0.0002162922,0.991146,0.004105965,0.00001202735,0.0002655795,0.00002582554,0.003093363],"genre_scores_gemma":[0.00903336,0.002862609,0.001795679,0.9709361,0.009945944,0.00007937996,0.0006142689,0.0001244588,0.004608285],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08594052,"threshold_uncertainty_score":0.4545023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8785345560065763,"score_gpt":0.6033488742244804,"score_spread":0.2751856817820959,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}