{"id":"W1639724401","doi":"","title":"Helping physicians maintain health, knowledge, and skills as they age and transition to retirement","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Memorial University of Newfoundland","funders":"","keywords":"Transition (genetics); Business; Psychology; Public relations; Gerontology; Medical education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00358411,0.0000961453,0.0001506878,0.0005695327,0.00197033,0.001468262,0.0004261075,0.0007292361,0.003230935],"category_scores_gemma":[0.01118512,0.0001159635,0.0001513751,0.0004698067,0.0006186014,0.00100093,0.00127981,0.0005131175,0.0005213947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100385,"about_ca_system_score_gemma":0.01357511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04529844,"about_ca_topic_score_gemma":0.1646459,"domain_scores_codex":[0.9984944,0.0005934323,0.00007786974,0.0001014683,0.0002690307,0.0004639018],"domain_scores_gemma":[0.9916825,0.002482404,0.001838312,0.0002149571,0.001507613,0.002274133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001295919,0.0005837809,0.6288993,0.001080572,0.00005123872,0.0007518985,0.07050975,0.0002075798,0.002082024,0.0005002613,0.01935351,0.2758506],"study_design_scores_gemma":[0.00004155466,0.0007770289,0.7693526,0.001166801,0.00005811965,0.0006252129,0.1670262,0.0001276881,0.0006109261,0.0003608612,0.05982368,0.00002931763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654335,0.003286984,0.0003428665,0.01734225,0.00009486201,0.00008093459,0.0001600926,0.00002309398,0.01323554],"genre_scores_gemma":[0.9913402,0.002213361,0.001141359,0.002597974,0.00004659656,0.00005283442,0.00007895048,0.000002020585,0.002526731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04529844,"threshold_uncertainty_score":0.09006959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05330539045517924,"score_gpt":0.3478575995901913,"score_spread":0.2945522091350121,"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."}}