{"id":"W4409613046","doi":"10.1016/j.gassur.2025.102068","title":"Outcomes after cholecystectomy in patients aged ≥80 years: A National Surgical Quality Improvement Program analysis evaluating safety and risk factors for elderly patients","year":2025,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Cholecystectomy; General surgery; Emergency medicine","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":[0.002034411,0.0002383287,0.0004583948,0.001589144,0.0003475341,0.0005529802,0.0003044406,0.0002265201,0.0004719565],"category_scores_gemma":[0.004177413,0.0001921639,0.0009617328,0.002368445,0.0002163748,0.0004994217,0.0007909189,0.0004164481,0.00005773143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006944424,"about_ca_system_score_gemma":0.0008308486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101369,"about_ca_topic_score_gemma":0.01134687,"domain_scores_codex":[0.9989614,0.0003552504,0.0001882915,0.0001470394,0.0001997066,0.0001482388],"domain_scores_gemma":[0.9958865,0.0005884525,0.002473988,0.0001693769,0.0004169607,0.0004647515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003640206,0.00001030572,0.9995006,0.000004576507,0.00004446284,0.000007551027,0.00001193683,0.00002504701,0.000009893204,0.000003543046,0.00002931075,0.0003162879],"study_design_scores_gemma":[0.000007320191,0.00006330058,0.9994622,0.000005679595,0.00004105314,0.00003562006,0.0000773979,0.0002438206,0.00001195993,0.0000076076,0.00004211873,0.000001842277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990913,0.0001656712,0.00009014027,0.00004213687,0.000003353659,0.00001229233,0.0004687161,0.000002016153,0.000124507],"genre_scores_gemma":[0.9990637,0.00008413912,0.0001261574,0.00002300541,0.000008526698,0.00001659192,0.0006555159,9.858319e-7,0.00002139091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101369,"threshold_uncertainty_score":0.02015579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02155824952300496,"score_gpt":0.3364285273095136,"score_spread":0.3148702777865086,"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."}}