{"id":"W2950696702","doi":"10.30770/2572-1852-99.1.10","title":"Approaching the Issue of the Aging Physician Population","year":2013,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Innovations in Medical Education","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Family medicine; Medicine; Pace; Variety (cybernetics); Scope of practice; Gerontology; Health care; Affect (linguistics); Board certification; Population; Continuing medical education; Psychology; Medical education; Continuing education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001852181,0.0000705399,0.0001843298,0.0001005415,0.0001093344,0.00001694004,0.0002324091,0.0001106388,0.000336429],"category_scores_gemma":[0.00269883,0.00003408108,0.0001050818,0.0004702184,0.0001250225,0.000189305,0.00003282589,0.0005271453,0.000007305506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000999488,"about_ca_system_score_gemma":0.0001602158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006499576,"about_ca_topic_score_gemma":0.000001258205,"domain_scores_codex":[0.9972397,0.000121596,0.0006739435,0.00006756038,0.001786043,0.0001111237],"domain_scores_gemma":[0.9985001,0.0001064876,0.0006720452,0.0002292013,0.0004316909,0.00006046901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000276207,0.0002784261,0.01910623,0.0001494334,0.00009381238,0.000001102901,0.001802674,0.0002629014,0.00258206,0.008259675,0.03878857,0.9286475],"study_design_scores_gemma":[0.0007665722,0.00007708228,0.9598361,0.0006779597,0.0001114933,0.0001193245,0.001008272,0.02393189,0.001175248,0.006805375,0.005428013,0.00006265578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8692514,0.00008994801,0.00823036,0.1204973,0.0009209529,0.000277967,1.238688e-7,0.000006672834,0.0007252726],"genre_scores_gemma":[0.9941443,0.00000976691,0.001260056,0.002972537,0.001417944,0.000004009889,0.000004764596,0.000009417446,0.000177238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9407299,"threshold_uncertainty_score":0.3683662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350630485296506,"score_gpt":0.3218358871361665,"score_spread":0.3083295822832015,"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."}}