{"id":"W4281620872","doi":"10.1097/nt.0000000000000540","title":"Bariatric Surgery","year":2022,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Niacin; Micronutrient; Stomach; Medicine; Digestion (alchemy); Gastroenterology; Surgery; Obesity; Biliopancreatic Diversion; Physiology; Internal medicine; Morbid obesity; Weight loss; Chemistry; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004484295,0.00008298895,0.0002435993,0.0002821744,0.0002191558,0.000008994114,0.00004415159,0.00003958789,0.00498931],"category_scores_gemma":[0.0001120641,0.00008265606,0.0002163339,0.0006151098,0.00001350862,0.00005634842,0.00004173976,0.0002168937,0.0000706674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009075966,"about_ca_system_score_gemma":0.00009204098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001756156,"about_ca_topic_score_gemma":3.140962e-7,"domain_scores_codex":[0.9990016,0.0001027005,0.0002281867,0.0001753122,0.0003037539,0.0001884604],"domain_scores_gemma":[0.9992565,0.0003678376,0.00005593187,0.0001898871,0.00003701106,0.00009286188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004931492,0.001452254,0.1575953,0.0001977518,0.00007293755,0.0003602823,0.0001067319,0.000006043612,0.0007236084,0.002411656,0.8225298,0.01405052],"study_design_scores_gemma":[0.001462107,0.0001064964,0.1071819,0.00001755119,0.00009887826,0.0004445616,0.0002240699,0.00003248271,0.0008653395,0.001009036,0.8883648,0.000192755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395528,0.005404356,0.0002417119,0.03022384,0.004570407,0.000966479,0.0001109165,0.0006324981,0.01829697],"genre_scores_gemma":[0.9938474,0.0001358107,0.000213107,0.002591888,0.0004991959,0.0001478587,0.0001692109,0.00001639355,0.002379094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06583504,"threshold_uncertainty_score":0.9959202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396650434532253,"score_gpt":0.2533759890925705,"score_spread":0.229409484747248,"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."}}