{"id":"W4403151589","doi":"10.1093/braincomms/fcae336","title":"Sustained improvements in brain health and metabolic markers 24 months following bariatric surgery","year":2024,"lang":"en","type":"article","venue":"Brain Communications","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Montreal Neurological Institute and Hospital; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003330529,0.0002235144,0.0004947407,0.0002963411,0.0002643265,0.0003662816,0.0002009595,0.000298811,0.001770132],"category_scores_gemma":[0.000747167,0.0001532089,0.0002845899,0.0002650374,0.0001754743,0.000216971,0.0002891915,0.000513766,0.0002251262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383944,"about_ca_system_score_gemma":0.0002252245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002370425,"about_ca_topic_score_gemma":0.0051885,"domain_scores_codex":[0.999889,0.00001941026,0.000007813426,0.00002762587,0.00001978663,0.0000362577],"domain_scores_gemma":[0.9994956,0.00006844471,0.0002502756,0.00003318043,0.00005489987,0.00009749018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01779027,0.001697802,0.900422,0.000249002,0.0007413194,0.0008318219,0.000660505,0.0004365619,0.04280084,0.00006125546,0.0005990283,0.0337096],"study_design_scores_gemma":[0.00001140395,0.000603068,0.998638,0.000004476659,0.0000314822,0.00005040254,0.00006338224,0.0000793986,0.0004146947,0.00002428741,0.00007558752,0.000003836579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993848,0.0002199608,0.00006372936,0.00002487632,0.000005170003,0.000005729552,0.0001908393,0.000004060873,0.0001009203],"genre_scores_gemma":[0.9989161,0.0001281842,0.0001178794,0.0000139164,0.000007100096,0.00002191324,0.000316023,0.000001843063,0.0004768782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002370425,"threshold_uncertainty_score":0.005921721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239996029997941,"score_gpt":0.3222378028888567,"score_spread":0.2898378425888773,"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."}}