{"id":"W4406694059","doi":"10.46747/cfp.710116","title":"Just family doctors","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Ethics in medical practice","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Data science; World Wide Web; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003340301,0.0004690621,0.0004548125,0.0009625803,0.01081628,0.005092971,0.001444611,0.006650934,0.07238042],"category_scores_gemma":[0.02661518,0.0003436674,0.0003140054,0.00110898,0.004158917,0.004017265,0.004491624,0.00685467,0.01800765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0160308,"about_ca_system_score_gemma":0.08665701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5529102,"about_ca_topic_score_gemma":0.7828721,"domain_scores_codex":[0.9938106,0.0009112245,0.0001561658,0.0004371669,0.002872766,0.001812015],"domain_scores_gemma":[0.9631935,0.001758268,0.0006288534,0.0006761831,0.01004437,0.02369885],"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":[0.000006760264,0.00001224426,0.0006254662,0.00004677211,0.000003645439,0.00008901038,0.0005004543,0.000006101515,0.00006012179,0.005446454,0.9738399,0.01936299],"study_design_scores_gemma":[0.000006799665,0.00000650293,0.001054862,0.0001421087,0.00000346727,0.0001593751,0.0008391247,0.000006296512,0.00001777281,0.001160383,0.9965962,0.000007174765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002049915,0.01679755,0.0005922006,0.7730246,0.03858021,0.00006765962,0.000669898,0.0002008498,0.1680171],"genre_scores_gemma":[0.08089378,0.02613322,0.002489272,0.5762001,0.01686449,0.0001014013,0.001036611,0.0002279337,0.2960532],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5529102,"threshold_uncertainty_score":0.8994456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09037246477337597,"score_gpt":0.44149374362831,"score_spread":0.351121278854934,"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."}}