{"id":"W3013891963","doi":"10.5114/ait.2020.93852","title":"Readmissions after laparoscopic cholecystectomy – you cannot change what you cannot measure","year":2020,"lang":"en","type":"letter","venue":"Anaesthesiology Intensive Therapy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cholecystectomy; Laparoscopic cholecystectomy; General surgery; Intensive care; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001868688,0.001209082,0.002290208,0.0004841331,0.000199438,0.00008862597,0.0005990003,0.002012638,0.000938483],"category_scores_gemma":[0.0004718153,0.0009154536,0.0006579021,0.0004848323,0.0006601746,0.0002414492,0.0001073324,0.003727173,0.0004306009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923595,"about_ca_system_score_gemma":0.0006225356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057725,"about_ca_topic_score_gemma":0.000127539,"domain_scores_codex":[0.9950317,0.0006093369,0.0008499553,0.001545657,0.0006646658,0.001298751],"domain_scores_gemma":[0.9959477,0.0001418871,0.0004096235,0.001377802,0.001679417,0.0004436304],"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":[0.001524507,0.00008579309,0.002810466,0.0001480388,0.0008183218,0.006717365,0.002929201,7.954873e-8,0.0007037309,0.000002197251,0.969879,0.01438129],"study_design_scores_gemma":[0.005138441,0.004618258,0.006785736,0.001045306,0.0004164978,0.0003849475,0.002161261,0.000002933853,0.0006136798,0.0001583315,0.9776766,0.0009979719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1270282,0.01974158,0.000001611231,0.8491685,0.001422869,0.002051832,0.00009235025,0.0002726774,0.0002203686],"genre_scores_gemma":[0.04453741,0.01924304,0.00003238836,0.9279586,0.004042001,0.0009621072,0.001236946,0.000260635,0.001726885],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08249076,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0526175176409439,"score_gpt":0.2863797181038416,"score_spread":0.2337622004628976,"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."}}