{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003381158,0.00015532,0.001019874,0.0006758377,0.00003176827,0.00001134486,0.00005597694,0.0001384054,0.0001074445],"category_scores_gemma":[0.0002273814,0.000124322,0.0001611682,0.001213917,0.0001603312,0.0001742399,0.00007234958,0.0002068899,6.759561e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003295277,"about_ca_system_score_gemma":0.00002153933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009016664,"about_ca_topic_score_gemma":0.00001186837,"domain_scores_codex":[0.9987584,0.00007325505,0.0004137311,0.000256565,0.0002355664,0.0002625341],"domain_scores_gemma":[0.9988548,0.0004593116,0.00009658364,0.0002859807,0.000120782,0.0001826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002306354,0.0004465748,0.9920701,0.0001261725,0.0003760986,0.000007230618,0.0001128573,3.36608e-7,0.0003375504,0.0001156124,0.00003154232,0.006352837],"study_design_scores_gemma":[0.0007431653,0.00007820424,0.9954708,0.00001745031,0.001796324,0.000004969709,0.00002008553,0.0001320953,0.0005841141,0.00004977097,0.001001419,0.0001015938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977147,0.001703432,0.000001890197,0.0001600201,0.0001960254,0.000143921,0.00004807945,0.000009643029,0.00002231176],"genre_scores_gemma":[0.9991201,0.0003829144,0.000264674,0.00006567319,0.0001081761,0.000005472707,0.0000275701,0.000008476461,0.00001700795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006251242,"threshold_uncertainty_score":0.5069704,"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."}}