{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005110967,0.0001120832,0.0006036228,0.0001359556,0.00002657842,0.000003812589,0.00005217447,0.000113432,0.0002202293],"category_scores_gemma":[0.0004553888,0.00009228486,0.0001437501,0.0001899582,0.00006737565,0.0001000715,0.00005216392,0.000131424,0.00001821858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001373304,"about_ca_system_score_gemma":0.00009066285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004364393,"about_ca_topic_score_gemma":0.00001628599,"domain_scores_codex":[0.9990392,0.00007125805,0.0003023201,0.0001784461,0.0002426812,0.0001660978],"domain_scores_gemma":[0.99832,0.0009754823,0.0002145913,0.0002859207,0.00008580127,0.0001181781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008965075,0.0001735243,0.9976227,0.000320013,0.00006971165,0.000005955856,0.0001871736,0.000001342103,0.0003498808,0.0000485392,0.0003582282,0.0007733176],"study_design_scores_gemma":[0.0003904949,0.00004159718,0.9846632,0.00007537623,0.0001305207,0.000007301851,0.00004696888,0.000007938013,0.0142377,0.00004563704,0.0002758448,0.00007741231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998136,0.0002650621,0.00001245132,0.00003992525,0.0004031103,0.0001708652,0.00003223988,0.00002548329,0.0009148993],"genre_scores_gemma":[0.9993293,0.0002416404,0.00005103269,0.00003564062,0.00004669238,6.234939e-7,0.00001181577,0.000008523501,0.0002747783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01388782,"threshold_uncertainty_score":0.3763268,"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."}}