{"id":"W2475260936","doi":"10.1007/s00464-016-5035-2","title":"The impact of a standardized program on short and long-term outcomes in bariatric surgery","year":2016,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Home and Community Care Support Services; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Hepatology; Abdominal surgery; Term (time); General surgery; Surgery","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":[0.001007683,0.0002286154,0.0008695498,0.0002180687,0.00006139264,0.00002140272,0.00007943944,0.0001258203,0.0002037167],"category_scores_gemma":[0.0007083537,0.00009313391,0.0004850636,0.0003827302,0.0001767858,0.00006853494,0.00004498639,0.0001763969,0.000007199165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100484,"about_ca_system_score_gemma":0.0002204029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003808661,"about_ca_topic_score_gemma":0.000007030616,"domain_scores_codex":[0.9981635,0.0001732704,0.0005576328,0.0002833295,0.0003726686,0.0004495723],"domain_scores_gemma":[0.9938661,0.005431251,0.00009025869,0.0003512361,0.00005873388,0.0002024564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003125985,0.000337532,0.9410602,0.00002330938,0.0001380554,0.0002510792,0.00001354608,2.497551e-7,0.00006021927,0.0001382295,0.0001405494,0.05471104],"study_design_scores_gemma":[0.005123341,0.0004035457,0.9930034,0.0001143846,0.00004868973,0.00004998512,0.000004247096,0.000003122809,0.0005883065,0.00006244016,0.000476067,0.0001224436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971554,0.0007212877,0.000005134453,0.0008051443,0.0002125729,0.0005387377,0.00001908507,0.00006182206,0.0004807835],"genre_scores_gemma":[0.9986522,0.0008857953,0.00003071639,0.00002886385,0.00007943314,0.00005098136,0.000004169666,0.00002039673,0.0002474111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0545886,"threshold_uncertainty_score":0.3797891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02749623370518495,"score_gpt":0.3499297235010186,"score_spread":0.3224334897958336,"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."}}