{"id":"W4392553805","doi":"10.1111/obr.13729","title":"Influence of mental and behavioral factors on weight loss after bariatric surgery: A systematic review and meta‐analysis","year":2024,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tornado Spectral Systems (Canada)","funders":"","keywords":"Weight loss; Binge eating; Medicine; Moderation; Meta-analysis; Anxiety; Depression (economics); Binge-eating disorder; Obesity; Surgery; Psychiatry; Eating disorders; Psychology; Internal medicine; Bulimia nervosa","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002362728,0.0009350746,0.02203048,0.0008156744,0.0000548599,0.00003842366,0.0001584938,0.0003147298,0.000252207],"category_scores_gemma":[0.0003245068,0.0004865855,0.005839948,0.002117687,0.00009709821,0.0001125701,0.0001619215,0.000518092,0.00009023413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008657709,"about_ca_system_score_gemma":0.0001342928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004208309,"about_ca_topic_score_gemma":0.000007681818,"domain_scores_codex":[0.9947501,0.001118163,0.002598411,0.0007981712,0.0004231745,0.0003119841],"domain_scores_gemma":[0.9967471,0.0007360681,0.001198199,0.0009720277,0.00006773611,0.0002788602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000003127571,0.00009897145,0.001884135,0.9634966,0.03277534,0.00006318884,0.00003215963,4.634609e-9,6.445883e-9,0.00001032453,0.0003728782,0.001263253],"study_design_scores_gemma":[0.00003270866,0.00003016084,0.0003162334,0.1481071,0.7735627,0.00009421006,0.000001205638,6.614278e-8,9.511218e-8,0.000001619415,0.0775418,0.000312082],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009697214,0.993916,4.667697e-7,0.00006411529,0.00007961388,0.004736957,0.0001880051,0.00003118452,0.00001392737],"genre_scores_gemma":[0.0003271925,0.9981138,0.00002675946,0.0002679345,0.0000306006,0.0005510781,0.0001155385,0.00004825299,0.0005188374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8153895,"threshold_uncertainty_score":0.9997586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07084512172228724,"score_gpt":0.3533107723728857,"score_spread":0.2824656506505984,"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."}}