{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01176648,0.0007847669,0.00152134,0.002654382,0.001963753,0.004996194,0.002639578,0.003139584,0.05729279],"category_scores_gemma":[0.1586789,0.0006751672,0.001506768,0.002590357,0.001017464,0.005021635,0.003617893,0.007531196,0.035148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004298747,"about_ca_system_score_gemma":0.009086522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0200584,"about_ca_topic_score_gemma":0.02393951,"domain_scores_codex":[0.9828382,0.004831766,0.00217559,0.0009040018,0.008159468,0.001091038],"domain_scores_gemma":[0.9168763,0.02087389,0.008335381,0.00350231,0.03611844,0.01429361],"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":[0.00006534969,0.00003802203,0.001234435,0.0003589502,0.0000284855,0.00002072595,0.0001366995,0.00002795743,0.00003198947,0.0005889355,0.9204331,0.07703535],"study_design_scores_gemma":[0.0001955364,0.0002782761,0.02880099,0.009667047,0.0001457221,0.0001290449,0.001204303,0.000144601,0.0003462569,0.002581057,0.956381,0.0001262681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002763483,0.04070972,0.0006482945,0.8300952,0.06971999,0.0002368445,0.006467349,0.00061237,0.04874675],"genre_scores_gemma":[0.06855986,0.1711214,0.007411873,0.4646033,0.08958904,0.003599414,0.0228998,0.001804417,0.1704109],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05729279,"threshold_uncertainty_score":0.1916634,"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."}}