{"id":"W2954510596","doi":"10.1007/s11695-019-04015-y","title":"The Edmonton Obesity Staging System Predicts Perioperative Complications and Procedure Choice in Obesity and Metabolic Surgery—a German Nationwide Register-Based Cohort Study (StuDoQ|MBE)","year":2019,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Perioperative; Obesity; Body mass index; Surgery; Sleeve gastrectomy; Mortality rate; Gastric bypass; Internal medicine; Weight loss","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":[0.0008876387,0.0005370487,0.0004525272,0.001557955,0.0004710827,0.0009539842,0.0006253739,0.000786349,0.003043328],"category_scores_gemma":[0.001917346,0.0004987536,0.0009947517,0.002380352,0.0002848591,0.0006234124,0.001070597,0.0006828943,0.0004754399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007813828,"about_ca_system_score_gemma":0.0008636461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03577592,"about_ca_topic_score_gemma":0.06234355,"domain_scores_codex":[0.9992759,0.0001667291,0.00005822456,0.0002330007,0.00009972203,0.0001664695],"domain_scores_gemma":[0.9988596,0.000144225,0.0004941526,0.000197567,0.0001274707,0.0001768734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001641764,0.00004007175,0.9975445,0.00001123321,0.0002018293,0.00002773594,0.00004302775,0.00004863368,0.0001013075,0.00005273771,0.0008672718,0.0008974817],"study_design_scores_gemma":[0.00002647033,0.00002537552,0.9992686,0.000008317692,0.00006623899,0.00003680565,0.000057431,0.0001048061,0.00001723466,0.00002139113,0.000362676,0.000004675424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922323,0.000456644,0.000133198,0.00009007123,0.0000294076,0.00002156397,0.00612979,0.000007353836,0.0008995692],"genre_scores_gemma":[0.9904901,0.0002481053,0.0002263441,0.00008521538,0.00003983143,0.00004701527,0.007928984,0.00001022922,0.000924212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03577592,"threshold_uncertainty_score":0.0711354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707031787623044,"score_gpt":0.2666662661443669,"score_spread":0.2495959482681364,"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."}}