{"id":"W4394802840","doi":"10.1080/0142159x.2024.2337243","title":"Beyond residency: ‘The imperative of lifelong learning in medical practice’","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mindset; Lifelong learning; Burnout; Medical education; Psychology; Medicine; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01461234,0.0002304491,0.0003895383,0.0005334307,0.003477841,0.006101097,0.001201622,0.006069111,0.007194248],"category_scores_gemma":[0.02596783,0.0002437894,0.0003630645,0.0006470513,0.009981921,0.01067453,0.006857472,0.01027825,0.001408355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003913102,"about_ca_system_score_gemma":0.0172606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004181261,"about_ca_topic_score_gemma":0.01125285,"domain_scores_codex":[0.9900041,0.005640504,0.0004671453,0.0005377753,0.002380927,0.0009696096],"domain_scores_gemma":[0.9639649,0.01358175,0.003120196,0.001499036,0.004088225,0.01374571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001321047,0.0002679415,0.005867815,0.002632724,0.00002844586,0.0008036434,0.02452318,0.0002412466,0.001345228,0.08877748,0.3455322,0.5298481],"study_design_scores_gemma":[0.00002500999,0.0003590462,0.01656992,0.00398599,0.00001262649,0.001823946,0.01422084,0.0001903439,0.0004060573,0.04900262,0.9133116,0.00009202095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008674656,0.02486047,0.001973441,0.9477609,0.004423233,0.00002155911,0.00002237077,0.00006405547,0.01219933],"genre_scores_gemma":[0.4334168,0.06357291,0.02160255,0.4460994,0.01571643,0.000218353,0.0001122284,0.0001238091,0.0191374],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01461234,"threshold_uncertainty_score":0.07727832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147867636353088,"score_gpt":0.3900958666386982,"score_spread":0.3753091030033894,"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."}}