{"id":"W2285183167","doi":"10.1089/bari.2015.0047","title":"Do Behavioral Interventions Delivered Before Bariatric Surgery Impact Weight Loss in Adults? A Systematic Scoping Review","year":2016,"lang":"en","type":"article","venue":"Bariatric Surgical Practice and Patient Care","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Weight loss; Psychological intervention; Systematic review; Weight management; MEDLINE; Obesity; Physical therapy; Sham surgery; Weight Loss Surgery; Protocol (science); Intervention (counseling); Surgery; Alternative medicine; Psychiatry; Internal medicine; Gastric bypass","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":[0.01811055,0.001898636,0.009543836,0.009253121,0.001096164,0.003772588,0.002086737,0.00331346,0.00393511],"category_scores_gemma":[0.0891254,0.001577417,0.01029728,0.009835617,0.001103659,0.002864897,0.001537985,0.001834948,0.0003835624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005523101,"about_ca_system_score_gemma":0.01879304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01214006,"about_ca_topic_score_gemma":0.02849126,"domain_scores_codex":[0.9867055,0.005962717,0.004175221,0.0007119403,0.002096822,0.0003478968],"domain_scores_gemma":[0.9621621,0.02866291,0.005368817,0.0005918791,0.002894107,0.0003202512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003182718,0.00005152386,0.0009034237,0.9331921,0.01320923,0.00006434276,0.0003559855,0.000147848,0.0001318337,0.0002391476,0.0009489485,0.0504375],"study_design_scores_gemma":[0.0002935159,0.0002657178,0.002656319,0.934114,0.05539644,0.0001037456,0.0002922174,0.0001059047,0.000171548,0.0002078193,0.006367649,0.00002511665],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001981506,0.9949343,0.0003490082,0.0004153378,0.0002264938,0.001316801,0.0003248194,0.00001241147,0.0004394506],"genre_scores_gemma":[0.01986781,0.9755215,0.001386446,0.0005137012,0.00009130623,0.002246144,0.0002448399,0.000006433867,0.0001217302],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01811055,"threshold_uncertainty_score":0.09577894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292770393148523,"score_gpt":0.3458919382869258,"score_spread":0.3129642343554406,"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."}}