{"id":"W4401460081","doi":"10.46747/cfp.700708520","title":"Residents, welcome to a career in family medicine","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; World Wide Web; Medicine; Computer science; Medical education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009146812,0.0004967435,0.0003854504,0.0006753348,0.006202453,0.002331343,0.0008116416,0.002939071,0.3743013],"category_scores_gemma":[0.005053034,0.0004024513,0.0005209032,0.0004101475,0.0007202922,0.001791729,0.003818248,0.004023049,0.1779972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001504627,"about_ca_system_score_gemma":0.00705739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02950771,"about_ca_topic_score_gemma":0.1625022,"domain_scores_codex":[0.9989474,0.0001021498,0.00001848316,0.0000582629,0.0004365911,0.0004371369],"domain_scores_gemma":[0.9896862,0.0001017309,0.0001543457,0.00006474878,0.001801412,0.008191553],"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":[0.00000241066,0.000008290001,0.00009267656,0.000006114116,3.840708e-7,0.00003390584,0.00002295731,0.00000158476,0.0000149532,0.0000517652,0.9953713,0.004393646],"study_design_scores_gemma":[0.00001506113,0.00002322706,0.002081545,0.00008712345,0.000002414423,0.0003050531,0.0006379453,0.00001111531,0.00003636254,0.0001686489,0.9966176,0.00001381134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00491035,0.002547279,0.0006654669,0.3063487,0.1053537,0.0004271679,0.002072503,0.001596658,0.5760782],"genre_scores_gemma":[0.01302745,0.00232608,0.001112466,0.09290076,0.01455001,0.0001853042,0.0009490776,0.0004411128,0.8745078],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3743013,"threshold_uncertainty_score":0.8924833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08442566316094316,"score_gpt":0.3946765922474664,"score_spread":0.3102509290865233,"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."}}