{"id":"W2967006290","doi":"10.1159/000496939","title":"Predictors of Risk and Success of Obesity Surgery","year":2019,"lang":"en","type":"article","venue":"Obesity Facts","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Weight loss; Obesity; Body mass index; Internal medicine; Sleeve gastrectomy; Surgery; Gastric bypass","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":[0.0006854074,0.0003050507,0.0002899955,0.0006654876,0.0003120879,0.0006081721,0.0003160784,0.0003928748,0.003393112],"category_scores_gemma":[0.004027955,0.0001784296,0.0005218656,0.0007275358,0.0003123784,0.0003200837,0.00048192,0.0008363983,0.0003695484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001441531,"about_ca_system_score_gemma":0.0004319403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049088,"about_ca_topic_score_gemma":0.001177363,"domain_scores_codex":[0.9996177,0.00007906056,0.00006332988,0.00006656158,0.00009313098,0.00008019179],"domain_scores_gemma":[0.994912,0.001475546,0.002142789,0.0001629538,0.0002497032,0.001057123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002774105,0.000008490838,0.9994609,0.000003936004,0.00001957061,0.00003291326,0.00000568781,0.0000312403,0.00002520798,0.000004949867,0.00002175193,0.0003575112],"study_design_scores_gemma":[0.000002630142,0.00004915274,0.9988544,0.00001068299,0.00003114057,0.0004917562,0.00006903333,0.0003158986,0.00003740352,0.00002986671,0.0001048682,0.000003038643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980533,0.0008228573,0.0001391028,0.0001121329,0.00001484563,0.000005649408,0.0002059146,0.000006268538,0.000639823],"genre_scores_gemma":[0.9993238,0.0002534666,0.00009414413,0.0000123818,0.0000286608,0.000004064249,0.0002026248,0.000002838607,0.00007787463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003393112,"threshold_uncertainty_score":0.01135111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145156405380466,"score_gpt":0.2276929574864287,"score_spread":0.2162413934326241,"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."}}