{"id":"W4207033530","doi":"10.46747/cfp.680113","title":"A new way forward via innovative integration","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital; Sinai Health System; Centre for Global Health Research; College of Family Physicians of Canada","funders":"","keywords":"Competence (human resources); Computer science; Subject (documents); Data science; Medical education; Knowledge management; Medicine; World Wide Web; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01535522,0.0009101484,0.0008053078,0.001524704,0.005065549,0.01129085,0.00331173,0.008404895,0.03362477],"category_scores_gemma":[0.01453704,0.0003382991,0.001422487,0.0014162,0.01582247,0.01578684,0.01128442,0.01043365,0.004838175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01291346,"about_ca_system_score_gemma":0.0697026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1060989,"about_ca_topic_score_gemma":0.1555033,"domain_scores_codex":[0.9904037,0.00292233,0.0003210315,0.000904098,0.003274209,0.002174701],"domain_scores_gemma":[0.9858623,0.002809482,0.0004892737,0.001424953,0.004388824,0.005025212],"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":[0.0001654112,0.0004056205,0.002393881,0.0008048046,0.0000736982,0.0003633341,0.003525524,0.0003960407,0.0005478738,0.5458161,0.1808605,0.2646472],"study_design_scores_gemma":[0.0001166102,0.0002420664,0.002069197,0.001788589,0.00005253808,0.000459176,0.005989741,0.0006992002,0.0004999271,0.1417651,0.8462419,0.00007601942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006547767,0.02884016,0.02718015,0.7882442,0.009455095,0.0002531024,0.0001641943,0.0007634661,0.1385519],"genre_scores_gemma":[0.3546157,0.06300914,0.1318009,0.2992657,0.007698203,0.0007524999,0.0005411673,0.0008098601,0.1415069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1060989,"threshold_uncertainty_score":0.2109627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152270336024939,"score_gpt":0.2711344140801499,"score_spread":0.255907380477656,"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."}}