{"id":"W2803280276","doi":"10.1016/j.soard.2018.05.003","title":"Evaluating the safety of intragastric balloon: An analysis of the Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program","year":2018,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Propensity score matching; Surgery; Balloon; Odds ratio; Adverse effect; Logistic regression; Confidence interval; Internal 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":[0.0137067,0.0002871679,0.0006564169,0.002492223,0.001218088,0.001407749,0.001287565,0.0007528174,0.0009443635],"category_scores_gemma":[0.04246911,0.0002846349,0.001510859,0.005718896,0.0008317865,0.001447015,0.002545133,0.001449629,0.0001310383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004880419,"about_ca_system_score_gemma":0.01004811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0471695,"about_ca_topic_score_gemma":0.06350552,"domain_scores_codex":[0.9874373,0.005213151,0.001448449,0.0007739303,0.003802548,0.001324571],"domain_scores_gemma":[0.9449084,0.01603886,0.01882955,0.002077756,0.0134762,0.004669189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001676789,0.00032144,0.9934859,0.00003616748,0.000135037,0.00001338711,0.000369519,0.0001128805,0.00004325606,0.00004665997,0.0003896752,0.004878579],"study_design_scores_gemma":[0.00001771988,0.0002156063,0.9983881,0.00001827235,0.00004027087,0.000007383725,0.0007094168,0.0002854498,0.00004696356,0.00001745227,0.0002478203,0.000005587652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967602,0.0002635577,0.0002802906,0.0006953564,0.00001713524,0.0001694069,0.0008298103,0.00001019434,0.0009741355],"genre_scores_gemma":[0.9982325,0.0001006016,0.0003849945,0.0002013921,0.00001012413,0.00007892918,0.0008449042,0.000006620777,0.0001398966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0471695,"threshold_uncertainty_score":0.09378988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851543716431327,"score_gpt":0.3352359415537575,"score_spread":0.2967205043894443,"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."}}