{"id":"W2607254705","doi":"10.1016/j.genhosppsych.2017.04.005","title":"Psychosocial predictors of quality of life and weight loss two years after bariatric surgery: Results from the Toronto Bari-PSYCH study","year":2017,"lang":"en","type":"article","venue":"General Hospital Psychiatry","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Public Health Ontario; University of Toronto; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Psychosocial; Medicine; Quality of life (healthcare); Weight loss; Mood; Depression (economics); Anxiety; Cohort; Prospective cohort study; Cohort study; Physical therapy; Surgery; Psychiatry; Internal medicine; Obesity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006281188,0.0006231204,0.0005322001,0.0007734029,0.001367567,0.001096801,0.0008183959,0.0008693339,0.001897028],"category_scores_gemma":[0.001833927,0.0005211602,0.001310771,0.002069543,0.0007532028,0.0005859009,0.001569822,0.001144706,0.0002941823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004606165,"about_ca_system_score_gemma":0.002465714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6210398,"about_ca_topic_score_gemma":0.7683698,"domain_scores_codex":[0.9993837,0.0001529943,0.00004739989,0.000094319,0.0001210356,0.0002005236],"domain_scores_gemma":[0.9980689,0.0001334779,0.0006466125,0.0001005948,0.0002678066,0.000782653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001782294,0.00007636248,0.9981074,0.00001882983,0.0001434198,0.00006450979,0.0005179147,0.00003487282,0.00006521527,0.00001697199,0.0002707375,0.0005055263],"study_design_scores_gemma":[0.000007998291,0.00002588257,0.99942,0.000005172345,0.00002967401,0.0000124583,0.0004034488,0.00002352077,0.000005718083,0.000002721126,0.0000602006,0.000003315059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982916,0.0002759564,0.00001617818,0.0001099489,0.000009580329,0.00001497152,0.0009047256,0.000001504531,0.0003755568],"genre_scores_gemma":[0.9979285,0.0002744867,0.00003355058,0.00005354005,0.000015678,0.00001651984,0.001259259,0.000002189152,0.0004162475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6210398,"threshold_uncertainty_score":0.7623839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703569287842635,"score_gpt":0.2955187226247155,"score_spread":0.2784830297462892,"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."}}