{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00242034,0.0004564977,0.000767766,0.002057598,0.0005783791,0.001322128,0.0006317279,0.001961264,0.005380624],"category_scores_gemma":[0.01073631,0.0002052068,0.0007475982,0.001954363,0.0006813143,0.001707695,0.0007926667,0.001063077,0.0009408901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393354,"about_ca_system_score_gemma":0.004702068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004400324,"about_ca_topic_score_gemma":0.008483903,"domain_scores_codex":[0.9985033,0.0006140126,0.0003321257,0.0001372,0.0002973002,0.0001160834],"domain_scores_gemma":[0.9955347,0.00261322,0.0009472321,0.0000461872,0.0006387332,0.0002199728],"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":[0.0001909029,0.00003809754,0.00316771,0.1239262,0.000361534,0.0005745575,0.001825755,0.000268271,0.0003381266,0.004115198,0.04779219,0.8174015],"study_design_scores_gemma":[0.00009919074,0.0002302092,0.02490757,0.3267503,0.0009237984,0.004412819,0.008542236,0.0001084676,0.0003892685,0.00545743,0.6280955,0.00008324991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007537902,0.9935501,0.00005419525,0.00419529,0.0003936036,0.000007780659,0.00002870459,0.00000240844,0.001014184],"genre_scores_gemma":[0.0118275,0.9855506,0.0001180202,0.001468573,0.0005078978,0.00001994149,0.00005025286,0.000001352431,0.0004558863],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005380624,"threshold_uncertainty_score":0.01800001,"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."}}