{"id":"W3042622923","doi":"10.1136/bmj.m2752","title":"Covid-19: an opportunity to reduce unnecessary healthcare","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Calgary","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Internet privacy; Visitor pattern; World Wide Web; CAPTCHA; Computer science; Health care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Virology; Infectious disease (medical specialty)","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":[0.01035004,0.001134758,0.0006586146,0.00207577,0.00428246,0.009678691,0.002769426,0.02054145,0.1478769],"category_scores_gemma":[0.06840125,0.0006518423,0.002441106,0.001403582,0.003310763,0.009304029,0.01224022,0.01646587,0.06901767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005527744,"about_ca_system_score_gemma":0.03817066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201329,"about_ca_topic_score_gemma":0.03970048,"domain_scores_codex":[0.987291,0.003358172,0.0007333596,0.0004100004,0.005307196,0.002900322],"domain_scores_gemma":[0.9497094,0.008584425,0.001980843,0.002415787,0.01327895,0.02403064],"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":[0.00001972811,0.00003322437,0.0001650422,0.0001046527,0.000006522195,0.00003582701,0.00006069382,0.00002573079,0.0000362334,0.006544427,0.980756,0.01221194],"study_design_scores_gemma":[0.00007216812,0.00005296974,0.001570433,0.0007247431,0.00001093477,0.0001173984,0.0003868479,0.00007513112,0.00008334382,0.006321952,0.9905551,0.00002902818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005011786,0.002282151,0.0007503855,0.8957677,0.02601951,0.0001128172,0.0007494829,0.0004192335,0.07339754],"genre_scores_gemma":[0.01100018,0.004467377,0.003947018,0.873809,0.02873471,0.0003240401,0.001625308,0.0004474266,0.07564501],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1478769,"threshold_uncertainty_score":0.4946976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8418524665928564,"score_gpt":0.6435686510093076,"score_spread":0.1982838155835488,"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."}}