{"id":"W4387877760","doi":"10.1503/cmaj.230561","title":"Canada’s crisis of primary care access: Is expanding residency training to 3 years a solution?","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Primary care; Residency training; Training (meteorology); Family medicine; Medicine; Medical education; Continuing education; Geography","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":[0.006344273,0.0006568685,0.001211483,0.001619457,0.01334824,0.006824585,0.00450174,0.008574303,0.02142119],"category_scores_gemma":[0.02118981,0.0004787292,0.0008660615,0.003178538,0.006480543,0.005451749,0.005296167,0.01882743,0.001306165],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09195292,"about_ca_system_score_gemma":0.3244148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9615367,"about_ca_topic_score_gemma":0.9854625,"domain_scores_codex":[0.9894326,0.0009488374,0.0003088639,0.0006636248,0.004378546,0.004267544],"domain_scores_gemma":[0.9508748,0.003064544,0.001588041,0.0003508844,0.01015217,0.03396952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001246458,0.0001073718,0.01148257,0.0006134142,0.00005139403,0.0005034005,0.002221833,0.0002270645,0.0002552502,0.02400931,0.9024702,0.05793365],"study_design_scores_gemma":[0.0002265032,0.000223719,0.1131875,0.00596835,0.0001195516,0.001235934,0.02319774,0.001523729,0.0003319591,0.02855348,0.8250794,0.0003521297],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00294258,0.004733804,0.0001825822,0.9853351,0.001548328,0.00001026569,0.0006346187,0.00003520383,0.004577516],"genre_scores_gemma":[0.236035,0.02990931,0.003808451,0.7069932,0.008632657,0.0001009823,0.002420535,0.0001974753,0.01190238],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9080471,"threshold_uncertainty_score":0.6671683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06622695284592098,"score_gpt":0.4049664462734791,"score_spread":0.3387394934275582,"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."}}