{"id":"W2924999228","doi":"10.4103/cjrm.cjrm_6_19","title":"Family physicians as generalists","year":2019,"lang":"en","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Generalist and specialist species; Family medicine; Psychology; Medical education; Medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001287271,0.0004334107,0.001726766,0.0007737537,0.000530126,0.0000119152,0.0008672528,0.001251373,0.002088805],"category_scores_gemma":[0.002549373,0.0003263094,0.0002496509,0.0002828261,0.0002072499,0.000172829,0.00003516551,0.004634366,0.0007644164],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003211507,"about_ca_system_score_gemma":0.05376443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1485474,"about_ca_topic_score_gemma":0.07475393,"domain_scores_codex":[0.9954228,0.0004754814,0.001657714,0.0001915808,0.001082452,0.001169964],"domain_scores_gemma":[0.9927312,0.001783918,0.001724186,0.0005049669,0.001713139,0.001542644],"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":[0.00005009168,0.000003389394,0.0007300063,0.0004883435,0.00009662876,0.0002946947,0.001584042,7.900318e-7,0.00002763233,0.0001131456,0.9939429,0.002668389],"study_design_scores_gemma":[0.001840395,0.0006494974,0.001188149,0.00322724,0.0001999594,0.00001465985,0.002503584,3.674773e-7,4.785756e-7,0.0002750425,0.9898255,0.0002751213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002491786,0.01065145,0.000006494912,0.02669426,0.9295679,0.0004363843,0.0002475287,0.00001491365,0.02988927],"genre_scores_gemma":[0.0009817545,0.001782649,0.00003036255,0.03950021,0.9212828,0.000008533896,0.000302541,0.00009430002,0.03601689],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07379347,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180799912824218,"score_gpt":0.4041335543044952,"score_spread":0.372325555176253,"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."}}