{"id":"W4383752971","doi":"10.22454/fammed.2023.996183","title":"Comparing Practice Intentions and Patterns of Family Physicians in Canada","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; Public Health Ontario; University of Toronto","funders":"College of Family Physicians of Canada","keywords":"Family medicine; Medicine; Scope of practice; Nursing; Health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001647086,0.0002254798,0.0002637742,0.001759022,0.002236479,0.0010613,0.001235518,0.0005013486,0.00156129],"category_scores_gemma":[0.006697769,0.0003247905,0.0004452615,0.002897672,0.0008377272,0.0004892535,0.001151354,0.0007190775,0.0001492629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0235695,"about_ca_system_score_gemma":0.03850537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883628,"about_ca_topic_score_gemma":0.9912456,"domain_scores_codex":[0.9978485,0.0001873726,0.0001342205,0.0003234719,0.000765348,0.0007411689],"domain_scores_gemma":[0.9927117,0.0005947073,0.001267694,0.000161501,0.002740053,0.002524451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000023251,0.00002436844,0.9944987,0.00001571544,0.00001293529,0.00002526403,0.001179901,0.00004674823,0.00005341407,0.0000400801,0.0003756616,0.003704019],"study_design_scores_gemma":[0.000002395533,0.00001568875,0.9978995,0.00002161297,0.000003484522,0.00001964268,0.00147174,0.0001642705,0.0000305063,0.000009687734,0.000356471,0.000004910774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996074,0.0003787449,0.000111292,0.0004815704,0.000008990726,0.00003690013,0.001400299,0.000009608384,0.001498657],"genre_scores_gemma":[0.9983328,0.0002793452,0.000182188,0.0001023808,0.000003240733,0.00001773269,0.0006505161,0.000003324165,0.000428525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0235695,"threshold_uncertainty_score":0.1710095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539625043569851,"score_gpt":0.4490954478832415,"score_spread":0.2951329435262565,"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."}}