{"id":"W4414161703","doi":"10.46747/cfp.7109600","title":"Illuminating exceptional family physicians","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Family doctors; Alternative medicine; MEDLINE; Grounded theory","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005626267,0.0005446697,0.000437328,0.001459466,0.02169417,0.007610139,0.001936704,0.008869179,0.03216761],"category_scores_gemma":[0.02358996,0.000501916,0.0005212267,0.0009000714,0.01357621,0.008799505,0.01110687,0.01830179,0.005871007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01267739,"about_ca_system_score_gemma":0.0235664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07055292,"about_ca_topic_score_gemma":0.2349561,"domain_scores_codex":[0.9940832,0.00253798,0.00009293749,0.0003754293,0.001248926,0.001661566],"domain_scores_gemma":[0.9775972,0.004335629,0.0007707301,0.0005494609,0.004326908,0.01241998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008644394,0.0000143481,0.0004434302,0.00007172585,0.000003885229,0.00042295,0.007607011,0.00001588687,0.00005429705,0.0124618,0.9617792,0.01711684],"study_design_scores_gemma":[0.00000856369,0.00001216237,0.0008569454,0.0005316848,0.000004511789,0.0007851088,0.0198247,0.00001937061,0.00003990662,0.007980666,0.9699193,0.00001702354],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002410167,0.008946758,0.0005759365,0.9155056,0.02548591,0.00001675685,0.00008007264,0.0001316265,0.04684713],"genre_scores_gemma":[0.1112342,0.02060531,0.002906035,0.7727842,0.03605999,0.0001331087,0.0001922552,0.0004167543,0.05566816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07055292,"threshold_uncertainty_score":0.1402845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03807236889711538,"score_gpt":0.3642714404554384,"score_spread":0.3261990715583231,"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."}}