{"id":"W4392902218","doi":"10.46747/cfp.7003155","title":"Future of family medicine in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Primary care; Family medicine; Government (linguistics); Medicine","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":[0.0002531492,0.0001858431,0.0004706918,0.0003667443,0.0001778375,0.000003193445,0.0002606967,0.000129515,0.00005353218],"category_scores_gemma":[0.00001104204,0.0001641866,0.00004759755,0.0007630313,0.00004980721,0.00009835591,0.0000266603,0.0007314489,0.0001006225],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005535006,"about_ca_system_score_gemma":0.05065048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9984157,"about_ca_topic_score_gemma":0.9995636,"domain_scores_codex":[0.9979075,0.0001486004,0.0005744061,0.0002822797,0.000265662,0.0008215396],"domain_scores_gemma":[0.9987394,0.0002578193,0.00007135289,0.0003401366,0.00009062485,0.0005006216],"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":[0.000006943834,0.000003273853,0.003260471,0.0005725853,0.00002069445,0.0001527275,0.0007236402,0.000002574164,0.0003096421,0.008581727,0.9318568,0.05450897],"study_design_scores_gemma":[0.0002545658,0.00002402964,0.1239948,0.0003984315,0.00001281366,1.105603e-7,0.009761021,0.00003463672,0.000003217378,0.0006799517,0.8646913,0.0001450742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1170876,0.02276501,0.000004463579,0.03531398,0.007921292,0.0006847239,0.0004356841,0.00005812353,0.8157291],"genre_scores_gemma":[0.513523,0.0003267607,0.00001882095,0.4835066,0.001577675,0.00004395477,0.00007263351,0.00004081633,0.0008897548],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8148394,"threshold_uncertainty_score":0.9982826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0418834768036155,"score_gpt":0.3541960876814924,"score_spread":0.3123126108778769,"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."}}