{"id":"W2890222598","doi":"10.1172/jci.insight.122011","title":"Polygenic risk score for predicting weight loss after bariatric surgery","year":2018,"lang":"en","type":"article","venue":"JCI Insight","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de Recherche du Québec - Santé","keywords":"Biliopancreatic Diversion; Duodenal switch; Weight loss; Medicine; Obesity Surgery; Surgery; Obesity; Internal medicine; Gastric bypass","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006260679,0.0002784084,0.0005940899,0.0003865289,0.0002462163,0.00003347811,0.0001036559,0.0002597246,0.0007147976],"category_scores_gemma":[0.0008798002,0.0002138001,0.0005002524,0.0006523666,0.0001179705,0.0001992503,0.00006678878,0.0002724212,0.0002188983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000792424,"about_ca_system_score_gemma":0.0002732448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005937376,"about_ca_topic_score_gemma":0.00002386154,"domain_scores_codex":[0.9979654,0.00008428788,0.000582028,0.0004786441,0.0003148993,0.0005747249],"domain_scores_gemma":[0.9975711,0.001187056,0.0002195936,0.000535257,0.0002267083,0.0002602505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000919458,0.0001200323,0.9755533,0.0001046065,0.00018314,0.00007710139,0.0003968146,1.311046e-7,0.00006255397,0.0001076876,0.01595252,0.006522684],"study_design_scores_gemma":[0.001502512,0.0002366031,0.844586,0.000108556,0.0006825268,0.0001123861,0.00002868779,0.0001938362,0.002184659,0.0003399357,0.1496513,0.0003729397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893729,0.001999441,0.0007758412,0.0008245509,0.003422864,0.0005568304,0.00004477784,0.0002133778,0.002789419],"genre_scores_gemma":[0.9898657,0.000269973,0.0007476559,0.001118465,0.005849116,0.0001052238,0.00003387992,0.0000634461,0.001946598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1336988,"threshold_uncertainty_score":0.8718515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178159865979695,"score_gpt":0.2536018124369766,"score_spread":0.2318202137771797,"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."}}