{"id":"W3133718957","doi":"10.1136/bmj.n526","title":"A living WHO guideline on drugs to prevent covid-19","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Impact; McMaster University; Université de Sherbrooke","funders":"Engineering and Physical Sciences Research Council; World Health Organization; Bill and Melinda Gates Foundation","keywords":"Guideline; Medicine; Hydroxychloroquine; Psychological intervention; Grading (engineering); MEDLINE; Family medicine; Alternative medicine; Randomized controlled trial; Health care; Coronavirus disease 2019 (COVID-19); Nursing; Pathology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001886225,0.0001312303,0.0003768569,0.00009041595,0.00009743327,0.00001982535,0.0001200117,0.00005964113,0.001154066],"category_scores_gemma":[0.215647,0.0001078495,0.0001545419,0.0003560469,0.00004665671,0.00002126282,0.0005038576,0.0002511561,0.0004875013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003561404,"about_ca_system_score_gemma":0.001385047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001389175,"about_ca_topic_score_gemma":0.00005606145,"domain_scores_codex":[0.9977741,0.0001628971,0.0005258871,0.0004407373,0.0007394523,0.0003568894],"domain_scores_gemma":[0.9914216,0.006727754,0.00006069679,0.0006837916,0.0003189116,0.0007872534],"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":[0.0002428029,0.0007106207,0.002878056,0.0005287746,0.0001662746,0.0006767776,0.001480344,0.0004112855,0.0008647997,0.0003910439,0.9685338,0.02311545],"study_design_scores_gemma":[0.0006643385,0.0004914739,0.005907666,0.0005697991,0.00004193256,0.000004408131,0.0002927888,0.0004827084,0.000427401,0.0002203824,0.9907542,0.000142886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03804462,0.0003832989,0.004359752,0.9393612,0.0003120499,0.001781346,0.00003324187,0.0001914634,0.01553308],"genre_scores_gemma":[0.5059519,0.0004776356,0.005511241,0.3782032,0.002158809,0.0003466596,0.00002255373,0.00005921859,0.1072688],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5611579,"threshold_uncertainty_score":0.999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09679234532394429,"score_gpt":0.515558531936455,"score_spread":0.4187661866125106,"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."}}