{"id":"W2037778520","doi":"10.1097/mlr.0000000000000070","title":"Weight Loss and Outcomes in Wait-listed, Medically Managed, and Surgically Treated Patients Enrolled in a Population-based Bariatric Program","year":2013,"lang":"en","type":"article","venue":"Medical Care","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Body mass index; Weight loss; Observational study; Population; Sleeve gastrectomy; Weight change; Cohort study; Cohort; Prospective cohort study; Surgery; Obesity; Internal medicine; Gastric bypass","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004497048,0.0002909918,0.0008765703,0.0004656524,0.00005991001,0.00003456336,0.0001133982,0.0004365219,0.0007726655],"category_scores_gemma":[0.00164378,0.0002010327,0.0001082338,0.0006765569,0.0001199864,0.0001021842,0.000078572,0.0004990838,0.00001195124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001212025,"about_ca_system_score_gemma":0.0001556637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002220704,"about_ca_topic_score_gemma":0.000743389,"domain_scores_codex":[0.997119,0.0002331445,0.0007695896,0.0004843065,0.0009276178,0.0004663536],"domain_scores_gemma":[0.9980953,0.0008182459,0.00009689642,0.0002369551,0.0001285695,0.0006240118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001605289,0.0003801378,0.918213,0.000195162,0.00002674794,0.0003751149,0.000207294,3.634276e-7,2.531982e-7,0.00002705678,0.0001013038,0.08031308],"study_design_scores_gemma":[0.01168481,0.000202221,0.9863848,0.0001398558,0.00006590147,0.00001210533,0.00007534215,0.0007169515,0.000001176515,0.00004014866,0.0004694993,0.0002071557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928927,0.0005250042,0.000004285953,0.004435478,0.0001549926,0.001413737,0.000006648428,0.0001004811,0.0004666115],"genre_scores_gemma":[0.9978409,0.00009580183,0.0002604801,0.001140007,0.00006311541,0.0002236763,0.0002300587,0.00002637534,0.0001195958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08010592,"threshold_uncertainty_score":0.8460146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005804026115978666,"score_gpt":0.2459895471530716,"score_spread":0.2401855210370929,"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."}}