{"id":"W3130599524","doi":"10.1503/cmaj.1095920","title":"Time for more effective masks?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Medicine; Sars virus; Coronavirus Infections; Coronavirus; Betacoronavirus; Virology; Computer science; Outbreak; Pathology; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005162334,0.0006704163,0.000809268,0.0006431644,0.002998092,0.004792428,0.002239341,0.01227834,0.1017362],"category_scores_gemma":[0.02860769,0.0003682189,0.001257774,0.0004693177,0.004103154,0.01145776,0.002363428,0.01467654,0.02202892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003208915,"about_ca_system_score_gemma":0.01835893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02081273,"about_ca_topic_score_gemma":0.04565264,"domain_scores_codex":[0.9958093,0.00111705,0.0002865242,0.0005384531,0.001341552,0.0009070616],"domain_scores_gemma":[0.9821516,0.004133102,0.001390441,0.0007337649,0.005066714,0.006524339],"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":[0.0001140921,0.0001769989,0.001275399,0.0005353325,0.00004376857,0.0004213096,0.000333703,0.00009615564,0.0005350051,0.01236742,0.8834998,0.100601],"study_design_scores_gemma":[0.0001038728,0.0001499484,0.002165165,0.001942909,0.00004238364,0.0007639879,0.003262714,0.00008147913,0.0002450072,0.01286681,0.9783252,0.00005049336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007228528,0.01340611,0.0004994338,0.9630463,0.0123341,0.00001681529,0.0001026103,0.00006254933,0.009809206],"genre_scores_gemma":[0.02747736,0.03677133,0.004744261,0.8815116,0.0202944,0.0001225311,0.0003480927,0.0001940527,0.02853637],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1017362,"threshold_uncertainty_score":0.3403413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004346471087089712,"score_gpt":0.2497461064754063,"score_spread":0.2453996353883166,"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."}}