{"id":"W4323539279","doi":"10.1101/2023.03.08.23286944","title":"Sustained improvements in brain health and metabolic markers 24 months following bariatric surgery","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital; Université Laval","funders":"","keywords":"Adipose tissue; Medicine; Weight loss; Adipocyte; Obesity; Muscle hypertrophy; Surgery; Internal medicine; Endocrinology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000270073,0.0002609469,0.0004679655,0.0004291966,0.000298378,0.0003845607,0.0002008342,0.000299344,0.001420112],"category_scores_gemma":[0.000699007,0.0001158092,0.0002397079,0.0003557346,0.0001328275,0.0002400638,0.0002752119,0.0005122286,0.0002631919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001862906,"about_ca_system_score_gemma":0.0001607256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651443,"about_ca_topic_score_gemma":0.003376845,"domain_scores_codex":[0.9999032,0.0000140941,0.000007411656,0.00002440465,0.00001760321,0.00003327178],"domain_scores_gemma":[0.9993881,0.00005878416,0.000303434,0.00003027202,0.00008000785,0.0001393828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00946957,0.001074139,0.9211774,0.0001647403,0.0003852781,0.0007938666,0.0004190211,0.000235361,0.0319479,0.00002546421,0.0004818639,0.03382546],"study_design_scores_gemma":[0.000006488631,0.0005046275,0.9986444,0.00000423165,0.00002313082,0.00008400233,0.00006350331,0.00004268849,0.0005300316,0.00001251082,0.00008062109,0.000003877263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999194,0.0003254407,0.00005992645,0.00002356909,0.000006341926,0.000005165537,0.0002178929,0.0000058947,0.0001619135],"genre_scores_gemma":[0.9988041,0.0001742334,0.0001032774,0.00001503193,0.00001056592,0.00001590892,0.0004012773,0.000001955128,0.0004735239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001651443,"threshold_uncertainty_score":0.004750729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217082019904346,"score_gpt":0.2961215988715326,"score_spread":0.2639507786724891,"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."}}