{"id":"W4385706390","doi":"10.1016/j.injury.2023.110999","title":"How do trauma surgeons retire with grace?","year":2023,"lang":"en","type":"letter","venue":"Injury","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Psychology; Epiphany; Feeling; Medicine; Social psychology; Visual arts; Art","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":[0.006319672,0.0005551422,0.0009695307,0.00117518,0.01567412,0.009792199,0.002230093,0.06782416,0.01693691],"category_scores_gemma":[0.04857589,0.001039997,0.001369477,0.001479036,0.005370342,0.006653821,0.005199084,0.04621984,0.007858718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01123619,"about_ca_system_score_gemma":0.04224764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0725027,"about_ca_topic_score_gemma":0.2055668,"domain_scores_codex":[0.9921728,0.001593744,0.0007509592,0.000517151,0.001457196,0.003508202],"domain_scores_gemma":[0.9512336,0.008197612,0.003405444,0.0008065064,0.006168332,0.03018852],"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":[0.00002779249,0.00006005434,0.007648211,0.00004172266,0.00002600471,0.001639876,0.0008479262,0.00005297775,0.00006768169,0.002978451,0.977147,0.009462318],"study_design_scores_gemma":[0.000140562,0.0001633452,0.02409086,0.001413881,0.00008858763,0.003796653,0.02289346,0.0004444013,0.0001992857,0.01725458,0.9292392,0.0002752367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008620205,0.00025088,0.00001915532,0.9913989,0.003747871,0.000005748031,0.00003172371,0.000008594069,0.003675046],"genre_scores_gemma":[0.007129559,0.0005041905,0.00006983487,0.9766357,0.007236221,0.00002375529,0.00002522302,0.00002092718,0.008354535],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0725027,"threshold_uncertainty_score":0.1441614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090143713644427,"score_gpt":0.2771426815504526,"score_spread":0.2562412444140083,"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."}}