{"id":"W2114122824","doi":"10.1155/2013/837989","title":"The Impact of Bariatric Surgery on Psychological Health","year":2013,"lang":"en","type":"review","venue":"Journal of Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":226,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Psychopathology; Weight loss; Mental health; Obesity; Quality of life (healthcare); Perioperative; Population; Health care; Intervention (counseling); Psychiatry; Surgery; Environmental health; Nursing","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":[0.0006607065,0.0006988817,0.001273245,0.002168392,0.0002520978,0.0009400975,0.0005988377,0.0007104107,0.0023741],"category_scores_gemma":[0.002393208,0.0001711146,0.0008100152,0.002327761,0.0004203163,0.0007054425,0.0005972226,0.0008529088,0.0004247273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005123687,"about_ca_system_score_gemma":0.001140535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001812915,"about_ca_topic_score_gemma":0.003464821,"domain_scores_codex":[0.9995735,0.000104857,0.00008388402,0.00004717293,0.0001625892,0.00002798526],"domain_scores_gemma":[0.9989688,0.0006360292,0.0001923127,0.00001620963,0.0001482568,0.00003834721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006312465,0.00005176088,0.001471891,0.05166647,0.0005242876,0.0001825082,0.0001002344,0.0001370099,0.0003327065,0.000615594,0.009965817,0.9348887],"study_design_scores_gemma":[0.0000975119,0.000449008,0.05761725,0.1575397,0.004589531,0.01071316,0.001089072,0.0003681056,0.001267391,0.003799872,0.762369,0.0001004618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002212658,0.9992466,0.00002070738,0.000119546,0.00004370933,0.00000225826,0.000009319531,0.000001759023,0.0003348667],"genre_scores_gemma":[0.002007487,0.9977399,0.00004827865,0.0000700438,0.00004810809,0.000003313275,0.0000112483,4.42326e-7,0.00007106736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0023741,"threshold_uncertainty_score":0.0079422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129564257864269,"score_gpt":0.4358392482691269,"score_spread":0.3062749904048579,"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."}}