{"id":"W1491740903","doi":"10.2147/dmsott.s6935","title":"Past, present, and future: Critical analysis of use of gastric bands in obese patients","year":2010,"lang":"en","type":"article","venue":"Diabetes Metabolic Syndrome and Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gastric banding; Weight loss; Medicine; Duodenal switch; Weight Loss Surgery; Surgery; Gastric bypass; General surgery; Obesity; Internal medicine","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":[0.001679185,0.0006044426,0.0007709905,0.004489501,0.001049076,0.001777812,0.0006509611,0.0009073045,0.002375831],"category_scores_gemma":[0.01275184,0.0002812875,0.0008245949,0.00209925,0.0003614848,0.002104684,0.0008798832,0.001971564,0.0004981915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246932,"about_ca_system_score_gemma":0.001264744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121827,"about_ca_topic_score_gemma":0.003450091,"domain_scores_codex":[0.9984618,0.0003133936,0.0003945631,0.00009944078,0.000577935,0.00015279],"domain_scores_gemma":[0.9921253,0.001832929,0.002181887,0.0001146501,0.002521742,0.001223527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001227818,0.000194344,0.7997152,0.001512115,0.0002588908,0.005896001,0.001415175,0.00028435,0.000444986,0.0004090035,0.05182079,0.1368214],"study_design_scores_gemma":[0.00009886094,0.0009282862,0.8672139,0.004265652,0.0005948918,0.03554004,0.01111515,0.001166877,0.0006408092,0.0009539715,0.07724167,0.0002399341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5866001,0.2954786,0.001791805,0.07093106,0.006233635,0.0006603292,0.003562088,0.0001993413,0.03454303],"genre_scores_gemma":[0.8736724,0.1009523,0.003635963,0.007724464,0.00856363,0.0003766815,0.002090136,0.00006627844,0.002918167],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004489501,"threshold_uncertainty_score":0.009047151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043262651452443,"score_gpt":0.2434124242993659,"score_spread":0.2329797977848415,"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."}}