{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009662924,0.0003552832,0.0006569204,0.0002358592,0.00008535122,0.0000819576,0.0001542713,0.0006596289,0.00027389],"category_scores_gemma":[0.0001210249,0.0002260353,0.0002438122,0.0003316278,0.0000993242,0.00005311204,0.000055681,0.0016785,0.0002994884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006441084,"about_ca_system_score_gemma":0.0001614016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004609556,"about_ca_topic_score_gemma":0.000009810119,"domain_scores_codex":[0.9983264,0.00003435803,0.0002041986,0.0004509829,0.0005214033,0.0004626471],"domain_scores_gemma":[0.9988149,0.0001175821,0.0001063027,0.0006867485,0.00008886838,0.0001855373],"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":[0.00004666849,0.0000204522,0.005793252,0.0002059368,0.0001102129,0.003925073,0.00005597584,1.45394e-8,0.00000810172,0.00001242409,0.979618,0.01020386],"study_design_scores_gemma":[0.0003133184,0.0005048622,0.009316704,0.0008418758,0.0001756518,0.00008380039,0.00007554981,8.112351e-7,0.00009237653,0.00007960149,0.9881938,0.0003216735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02867185,0.000200774,0.00000350854,0.9645299,0.0007362315,0.0004024121,0.000164696,0.0003350911,0.004955551],"genre_scores_gemma":[0.03159657,0.0001587473,0.0003056716,0.4800358,0.003584813,0.0000854656,0.0007484555,0.0002832288,0.4832012],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4844941,"threshold_uncertainty_score":0.9217452,"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."}}