{"id":"W2997818108","doi":"10.1007/s11695-019-04320-6","title":"A Genetic Risk Score for the Estimation of Weight Loss After Bariatric Surgery","year":2020,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill Genome Centre","funders":"","keywords":"Medicine; Weight loss; Sleeve gastrectomy; Excess weight; Gastric bypass; Obesity; Surgery; Single-nucleotide polymorphism; Prospective cohort study; Roux-en-Y anastomosis; Body mass index; Population; Internal medicine; Genotype","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":[],"consensus_categories":[],"category_scores_codex":[0.0009660919,0.0002127787,0.0007551665,0.0001748678,0.0001273859,0.0000183827,0.00008850258,0.0001431055,0.0002804323],"category_scores_gemma":[0.002474728,0.0001484462,0.0007703197,0.00068103,0.0000842575,0.0001030851,0.00004748552,0.0001929786,0.00004402551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002886915,"about_ca_system_score_gemma":0.0002985529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007241531,"about_ca_topic_score_gemma":0.000004180396,"domain_scores_codex":[0.9982216,0.0001323396,0.0006620894,0.0003205652,0.0003334055,0.0003299815],"domain_scores_gemma":[0.9914059,0.007561833,0.0003205377,0.0003902264,0.0001334972,0.0001879998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006008953,0.00009803943,0.96505,0.000395792,0.0001469337,0.00005168754,0.0001413636,0.00008099917,0.00001040792,0.00001634415,0.01438395,0.0190236],"study_design_scores_gemma":[0.0002758761,0.00002425062,0.9922513,0.0000582819,0.0006173924,0.00002532081,0.00001626277,0.003094728,0.0005383285,0.0001170198,0.002811062,0.0001701813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830934,0.00253314,0.009683625,0.003263968,0.0007574599,0.0005148216,0.00005086324,0.00007329418,0.00002945439],"genre_scores_gemma":[0.9964544,0.0007897808,0.0008299772,0.001058755,0.0006686933,0.00007033718,0.00002605429,0.00003245514,0.00006959299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0272013,"threshold_uncertainty_score":0.6053462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318591015544883,"score_gpt":0.2345959969894261,"score_spread":0.2114100868339772,"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."}}