{"id":"W2179323646","doi":"10.1002/bjs.9925","title":"When should surgeons retire?","year":2015,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Life expectancy; Ageing; Competence (human resources); Population ageing; Gerontology; Narrative review; MEDLINE; Population; Intensive care medicine; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01243369,0.0003174571,0.002698222,0.0002757311,0.0003698812,0.0004442173,0.0006411065,0.0004734858,0.0008554362],"category_scores_gemma":[0.002698122,0.0003302775,0.001934283,0.0004185083,0.0004871372,0.0004023412,0.00009021292,0.0008054882,0.00006875072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007196307,"about_ca_system_score_gemma":0.00378806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002980209,"about_ca_topic_score_gemma":0.001247485,"domain_scores_codex":[0.9936166,0.001672014,0.001947042,0.0003159228,0.001774681,0.0006737487],"domain_scores_gemma":[0.9955933,0.001206862,0.001559251,0.0002689968,0.0006867425,0.0006848231],"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":[0.000002950651,0.0001004486,0.0005714569,0.001252568,0.0001043901,0.0003901836,0.000246243,5.629302e-8,2.944263e-9,0.00004225196,0.3138585,0.683431],"study_design_scores_gemma":[0.00006167265,0.0000138996,0.00006815749,0.01649003,0.0003751514,0.0004545803,0.0003548988,2.656728e-8,2.355408e-8,0.0009022811,0.9809465,0.0003327147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001048658,0.9836118,0.000003840124,0.0003505861,0.003494487,0.0003276703,0.00005206104,0.00003278752,0.01202195],"genre_scores_gemma":[0.00005470116,0.9958687,0.00003843829,0.00006866578,0.001605948,0.00001420555,0.00002104116,0.00005093547,0.002277301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6830983,"threshold_uncertainty_score":0.9999149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5635340487219397,"score_gpt":0.4746711519206105,"score_spread":0.0888628968013292,"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."}}