{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1077909,0.002578231,0.01063026,0.005149163,0.004480341,0.0146394,0.008857689,0.04113457,0.03984695],"category_scores_gemma":[0.225442,0.001438746,0.008363451,0.005515221,0.01217554,0.04394764,0.007554101,0.04416309,0.01446605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0099626,"about_ca_system_score_gemma":0.04898383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01575209,"about_ca_topic_score_gemma":0.02468258,"domain_scores_codex":[0.9534377,0.02692307,0.005160218,0.003562379,0.007415401,0.003501229],"domain_scores_gemma":[0.5739154,0.283673,0.01257947,0.01823492,0.08199657,0.02960066],"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":[0.0005750132,0.0004705306,0.002818914,0.01059087,0.0006383825,0.0003165809,0.001977667,0.0002916583,0.0002647156,0.01707097,0.7882744,0.1767103],"study_design_scores_gemma":[0.0006952795,0.0008564583,0.008197307,0.05514895,0.001153002,0.0006146692,0.01796453,0.0005458393,0.0002121227,0.1094288,0.8046473,0.000535644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003528672,0.07689103,0.0005809123,0.9044648,0.01584338,0.00006545603,0.0002945503,0.00009102466,0.001415981],"genre_scores_gemma":[0.01271797,0.2145026,0.007313307,0.7023096,0.05819265,0.000780798,0.0008383245,0.0001569281,0.003187851],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1077909,"threshold_uncertainty_score":0.5700595,"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."}}