{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001216577,0.001149897,0.0007994922,0.002236629,0.0004634424,0.001087722,0.0006208964,0.0009529609,0.002090901],"category_scores_gemma":[0.006702038,0.0002126451,0.001242004,0.001547383,0.0002645,0.0004886467,0.0007913079,0.00100583,0.0004633313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004688281,"about_ca_system_score_gemma":0.0005220088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004217366,"about_ca_topic_score_gemma":0.004319978,"domain_scores_codex":[0.9988739,0.0004656777,0.0001107567,0.0001761274,0.0002856004,0.00008804628],"domain_scores_gemma":[0.9977215,0.000749557,0.0008263346,0.0001758299,0.00030902,0.000217725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006759642,0.0001373907,0.9870605,0.00002960975,0.0006220211,0.0001447,0.00003533442,0.001100268,0.0006620357,0.0002348572,0.0005640965,0.008733302],"study_design_scores_gemma":[0.0000941094,0.00055018,0.9786475,0.00005477936,0.0008130745,0.0007016996,0.0000967408,0.01670118,0.0005792653,0.0008204819,0.0009088552,0.00003223557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886883,0.0007326882,0.004717592,0.0005822425,0.0001174621,0.00006089655,0.002138697,0.0001188747,0.002843182],"genre_scores_gemma":[0.9941022,0.0001764152,0.003656947,0.00005908515,0.00005042093,0.00003889953,0.001233798,0.00001331135,0.000669001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004217366,"threshold_uncertainty_score":0.008385599,"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."}}