{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005024911,0.0001025218,0.0002939718,0.00005272798,0.0006592565,0.000005931229,0.0001184021,0.0001454098,0.00001333242],"category_scores_gemma":[0.0001209169,0.00007641638,0.00005509129,0.000170872,0.0001406734,0.00003168199,0.00003501597,0.000330795,0.00003304693],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598186,"about_ca_system_score_gemma":0.006345505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2937236,"about_ca_topic_score_gemma":0.2688797,"domain_scores_codex":[0.9980949,0.0008478364,0.0003071379,0.0002001979,0.0001287891,0.0004211696],"domain_scores_gemma":[0.998215,0.0003070493,0.0001061381,0.0003654258,0.0001475558,0.0008587889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002041033,0.00001607216,0.0008358789,0.001329869,0.0000937662,0.00007120174,0.01673586,0.00001689724,0.0006872648,0.8228644,0.1442564,0.01307195],"study_design_scores_gemma":[0.001094457,0.00001330209,0.007630184,0.000119066,0.00001651202,7.835093e-7,0.03090389,0.00007151091,0.00001441238,0.005536585,0.954474,0.0001252533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3806497,0.02437814,0.0000577952,0.1482796,0.001986936,0.001367139,0.0004687618,0.00006088481,0.442751],"genre_scores_gemma":[0.6435462,0.0003337523,0.00003160261,0.3543999,0.0005589798,0.00005256502,0.00001679111,0.0000179296,0.001042208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8173279,"threshold_uncertainty_score":0.9992876,"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."}}