{"id":"W4312018640","doi":"10.1503/cmaj.220439","title":"Changes over time in patient visits and continuity of care among graduating cohorts of family physicians in 4 Canadian provinces","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Manitoba Health","funders":"","keywords":"Specialty; Graduation (instrument); Medicine; Family medicine; Cohort; Health care; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001868913,0.00008728199,0.0004056465,0.000449882,0.0004016374,0.000005480266,0.0001318476,0.0001751562,0.0005704183],"category_scores_gemma":[0.0006845344,0.0000915239,0.00003514597,0.0003216414,0.00002890505,0.00007566328,0.00004354426,0.001164983,0.00000165044],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006062789,"about_ca_system_score_gemma":0.01465018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8183502,"about_ca_topic_score_gemma":0.9971514,"domain_scores_codex":[0.9970707,0.000741835,0.0006555771,0.0001282641,0.0007786269,0.0006250523],"domain_scores_gemma":[0.9981264,0.0003371548,0.0005542667,0.00006672921,0.0002168334,0.0006985593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006275494,0.000009469042,0.9575604,0.00006846775,0.00001132147,0.00008557238,0.01162885,0.000003492548,0.000006678354,0.00003643633,0.008399002,0.02218399],"study_design_scores_gemma":[0.0005974893,0.00009719395,0.9665135,0.0001873962,0.000006827143,0.000002292277,0.01008017,0.00007929363,0.000001629094,0.00003960698,0.02231393,0.00008073989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864847,0.0004181323,1.69143e-7,0.00923608,0.0003777588,0.0003775322,0.0002316542,0.000003464291,0.002870509],"genre_scores_gemma":[0.9884939,0.00006103284,0.000009640285,0.01117014,0.0001236778,0.00002997718,0.00002187792,0.000009658263,0.00008007062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1788011,"threshold_uncertainty_score":0.9977528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104345841894229,"score_gpt":0.3100818372289295,"score_spread":0.2996472530395066,"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."}}