{"id":"W3022830915","doi":"","title":"COVID-19 and the value of generalism","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Coronavirus Infections; Value (mathematics); Data science; Betacoronavirus; World Wide Web; Medicine; Virology; Pathology; Outbreak; 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":[0.02078595,0.0002676361,0.0006201622,0.001832234,0.02579939,0.01558028,0.003186348,0.008520293,0.02967484],"category_scores_gemma":[0.04261135,0.00036428,0.0006306677,0.002538797,0.02523657,0.004365805,0.01043237,0.01127296,0.001700505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09100497,"about_ca_system_score_gemma":0.2008241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8613034,"about_ca_topic_score_gemma":0.9251682,"domain_scores_codex":[0.9761904,0.005436676,0.0004820575,0.001111762,0.007144208,0.009634892],"domain_scores_gemma":[0.9218863,0.01168837,0.002593885,0.002220799,0.0154196,0.04619097],"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":[0.0001219395,0.0002034622,0.02428119,0.0001750333,0.00003805524,0.0009480247,0.02378708,0.0002250241,0.0001980862,0.4276631,0.4399202,0.08243883],"study_design_scores_gemma":[0.0000860349,0.00008300196,0.03516498,0.0008668343,0.00002417062,0.0005192434,0.04947576,0.0002055141,0.0001281303,0.06621482,0.8471237,0.0001077711],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02973026,0.004761257,0.0003364864,0.6976748,0.002432859,0.00004243807,0.0001767498,0.00003298786,0.2648122],"genre_scores_gemma":[0.6703219,0.004616198,0.001020985,0.2381374,0.001903777,0.00007162987,0.0001974031,0.0001029589,0.08362785],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8613034,"threshold_uncertainty_score":0.6602904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09953927973885175,"score_gpt":0.3900750380224114,"score_spread":0.2905357582835597,"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."}}