{"id":"W4398783855","doi":"10.62463/surgery.66","title":"Why do people die after surgery? A call for research action","year":2024,"lang":"en","type":"article","venue":"Impact Surgery","topic":"Frailty in Older Adults","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Die (integrated circuit); Action (physics); Call to action; Medicine; Psychology; Engineering; Business; Advertising","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":[0.002334786,0.0002234542,0.0005384884,0.0008939641,0.00009126063,0.0001876794,0.00006032424,0.0001868571,0.000828989],"category_scores_gemma":[0.002933506,0.0001768233,0.0006733694,0.0007382635,0.00007742891,0.0003271973,0.00004426778,0.0004590546,0.0003021595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000448269,"about_ca_system_score_gemma":0.0007433623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095803,"about_ca_topic_score_gemma":0.0004426744,"domain_scores_codex":[0.9974426,0.0001399358,0.0003986227,0.0004559679,0.0006716034,0.000891244],"domain_scores_gemma":[0.9910816,0.007695485,0.00003622923,0.0005051132,0.0002960924,0.0003854841],"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":[0.0008750093,0.0001212989,0.06406172,0.0009798369,0.0001778908,0.0004202707,0.0006437924,0.000001648556,0.0008356682,0.000003594784,0.8731989,0.05868034],"study_design_scores_gemma":[0.0005067114,0.0002959858,0.3335055,0.002712347,0.0001650277,0.0005364375,0.0002125032,0.0009229009,0.003224109,0.0005032871,0.6568555,0.0005597416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975685,0.004349958,0.0004152652,0.01582543,0.0021126,0.0007441189,0.0001374374,0.0003110568,0.0004191088],"genre_scores_gemma":[0.994232,0.0004506178,0.00005151285,0.0006233394,0.001154222,0.0003326668,0.0001128764,0.00009623783,0.002946546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2694437,"threshold_uncertainty_score":0.9076849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1380187837896224,"score_gpt":0.4387110814021863,"score_spread":0.3006922976125639,"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."}}