{"id":"W4408560843","doi":"10.46747/cfp.7103154","title":"Being “just a family physician” is an invaluable learning opportunity","year":2025,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; World Wide Web; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005502311,0.0008444754,0.001273534,0.0009047618,0.01565262,0.005470629,0.001757801,0.02005399,0.03915408],"category_scores_gemma":[0.0294106,0.0006790918,0.0009173466,0.000555661,0.006378482,0.008908963,0.005123432,0.04007779,0.02214654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008830415,"about_ca_system_score_gemma":0.02127843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06752101,"about_ca_topic_score_gemma":0.1983589,"domain_scores_codex":[0.992186,0.002280859,0.0002875489,0.000595707,0.003045407,0.001604449],"domain_scores_gemma":[0.9672443,0.005749305,0.001121275,0.0006823963,0.008070004,0.01713276],"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":[0.000004467372,0.00001294006,0.0001467259,0.00001191505,0.000001728844,0.000305168,0.0003102919,0.000004527863,0.00004981683,0.0006378902,0.9945649,0.003949632],"study_design_scores_gemma":[0.00001077757,0.00002087657,0.0005956645,0.000208603,0.000002872918,0.00118711,0.001881667,0.00003106026,0.00003168203,0.001600686,0.9943942,0.00003474563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001781656,0.001190636,0.00009947559,0.9789034,0.01251181,0.000009746893,0.00002467365,0.00003905109,0.007042923],"genre_scores_gemma":[0.003119341,0.001322138,0.0003769113,0.9568193,0.009969058,0.00002502815,0.00002118572,0.0000502808,0.02829676],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06752101,"threshold_uncertainty_score":0.134256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172273701973269,"score_gpt":0.3755470037093968,"score_spread":0.2583196335120699,"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."}}