{"id":"W4281638337","doi":"10.2337/db22-1433-p","title":"1433-P: Comparative Weight Loss with GLP-1 Receptor Agonists vs. Bariatric Surgery in Obesity: A Systematic Review and Pair-Wise Meta-analysis","year":2022,"lang":"en","type":"review","venue":"Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Weight loss; Randomized controlled trial; MEDLINE; Meta-analysis; Internal medicine; Body mass index; Publication bias; Obesity; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01812747,0.003325478,0.02629091,0.009741043,0.000811122,0.004501421,0.00244699,0.003202986,0.009990552],"category_scores_gemma":[0.0442755,0.001730783,0.05205775,0.008876996,0.00102796,0.002838764,0.00222297,0.002196165,0.0007082877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003720061,"about_ca_system_score_gemma":0.004171124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00423416,"about_ca_topic_score_gemma":0.00836032,"domain_scores_codex":[0.9793761,0.01078944,0.005507973,0.001671174,0.002227403,0.0004280064],"domain_scores_gemma":[0.9827389,0.0113942,0.003626866,0.0004948248,0.001496449,0.0002487367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002558265,0.00002821688,0.001556311,0.457618,0.5301288,0.00008437866,0.00007079936,0.0002804846,0.0001713684,0.0001257783,0.0006958118,0.006681737],"study_design_scores_gemma":[0.002567894,0.0002684197,0.002013949,0.04256908,0.9500897,0.0001003039,0.00005101512,0.0002916974,0.000119623,0.000265024,0.001630583,0.00003275765],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008412725,0.9827827,0.002058747,0.0006006572,0.0006541972,0.002982347,0.001859405,0.0001126935,0.0005365705],"genre_scores_gemma":[0.2741877,0.6940202,0.009142043,0.002660559,0.0009716199,0.01507731,0.002348262,0.0001282937,0.001464035],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02629091,"threshold_uncertainty_score":0.09586835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07733537474619667,"score_gpt":0.3060584948902609,"score_spread":0.2287231201440643,"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."}}