{"id":"W3124586569","doi":"10.46747/cfp.670172","title":"Examinations: 2021 and beyond","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IMG; Pandemic; Coronavirus disease 2019 (COVID-19); Computer science; Medicine; Pathology; Operating system; 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":[0.003979156,0.0009113364,0.0003839041,0.001202569,0.007321832,0.008497797,0.001761975,0.009636993,0.2795325],"category_scores_gemma":[0.01242226,0.0004666414,0.0008329917,0.0008642124,0.002482219,0.009600666,0.006690978,0.01278487,0.09632795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00930018,"about_ca_system_score_gemma":0.03269449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.11507,"about_ca_topic_score_gemma":0.2326283,"domain_scores_codex":[0.9959848,0.0004756056,0.0001688256,0.0003866727,0.001570284,0.001413817],"domain_scores_gemma":[0.9868925,0.0005376784,0.0002681843,0.000313169,0.002437684,0.009550782],"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":[0.000009192951,0.00001906501,0.0002951111,0.00003785951,0.000001352431,0.0000431766,0.00008592303,0.00002487723,0.00005206681,0.006345632,0.9662348,0.02685092],"study_design_scores_gemma":[0.000004621064,0.00000816765,0.000971919,0.0002315313,0.000001449312,0.00007366078,0.0004012439,0.00001802407,0.00003426969,0.001618023,0.9966267,0.00001035763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00135539,0.004801357,0.0009484849,0.6659995,0.0288316,0.00007828151,0.00206459,0.0008910391,0.2950296],"genre_scores_gemma":[0.03655376,0.01518559,0.0054819,0.4996653,0.01598322,0.0002716274,0.004396567,0.0009734078,0.4214887],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.88493,"threshold_uncertainty_score":0.9351292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561824821389001,"score_gpt":0.3546208722208759,"score_spread":0.3190026240069859,"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."}}