{"id":"W4387914087","doi":"10.2196/50677","title":"The Effects of Reinforcement Techniques in Sleeve Gastrectomy and Roux-en-Y Gastric Bypass: Protocol for a Web-Based Survey, Systematic Review, and Meta-Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Randomized controlled trial; Protocol (science); CINAHL; Sleeve gastrectomy; Subgroup analysis; Surgery; Anastomosis; Gastric bypass; Weight loss; Internal medicine; Psychological intervention; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05470634,0.005133705,0.01604719,0.009612457,0.002501944,0.004997642,0.003302046,0.005595759,0.04217155],"category_scores_gemma":[0.06605382,0.004008311,0.02267698,0.009729312,0.00252953,0.005340996,0.003774524,0.004761771,0.004775981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004237,"about_ca_system_score_gemma":0.02800718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677591,"about_ca_topic_score_gemma":0.0098969,"domain_scores_codex":[0.9670382,0.01409333,0.01201722,0.002548927,0.002995698,0.001306695],"domain_scores_gemma":[0.9681261,0.01161501,0.006948117,0.00331046,0.008840362,0.001159949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03178412,0.0008513989,0.003030703,0.8502375,0.02504927,0.0006063668,0.001436126,0.002250435,0.001874119,0.002990657,0.04005016,0.03983903],"study_design_scores_gemma":[0.1853979,0.008494624,0.03097828,0.3675455,0.1063615,0.0008133099,0.002688201,0.004858803,0.003906063,0.01589878,0.2718557,0.001201422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007864978,0.002273959,0.001328725,0.0004396378,0.0002546474,0.9887505,0.005567089,0.0001167337,0.0004822835],"genre_scores_gemma":[0.0007717241,0.0006892045,0.001963091,0.0002365055,0.00002020427,0.9955597,0.0005822186,0.000008405943,0.0001689832],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05470634,"threshold_uncertainty_score":0.2893182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184409467075968,"score_gpt":0.5221776198776098,"score_spread":0.3377681528016417,"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."}}