{"id":"W2172931772","doi":"10.1016/j.soard.2015.11.007","title":"Preoperative predictors of adherence to multidisciplinary follow-up care postbariatric surgery","year":2015,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto East General Hospital; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Surgery; Multidisciplinary approach; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004481385,0.0002853158,0.0009605016,0.0004244746,0.0001844576,0.00001975642,0.00007032825,0.000234771,0.00004771184],"category_scores_gemma":[0.00213293,0.0002271759,0.0005989784,0.0006852049,0.0001190027,0.0002109592,0.0000986663,0.0001438882,0.00001342318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006497565,"about_ca_system_score_gemma":0.0008762134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009446526,"about_ca_topic_score_gemma":0.000007487773,"domain_scores_codex":[0.9980267,0.0001328889,0.0006579636,0.0004607424,0.0003343883,0.0003872698],"domain_scores_gemma":[0.9961019,0.002098618,0.0001942358,0.0003111542,0.0004991191,0.0007950415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00210998,0.000323733,0.9836572,0.0005501603,0.0002716986,0.00006041004,0.001938999,0.00002621084,0.00001940904,0.00003808841,0.009259279,0.001744847],"study_design_scores_gemma":[0.001580816,0.0004828621,0.9917771,0.0004217173,0.001216945,0.00004080018,0.002838146,0.00007304492,0.0005840968,0.0001970921,0.0003816431,0.0004057696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874657,0.008438994,0.00002698012,0.0002011698,0.002275566,0.0009435276,0.0003618445,0.0001240119,0.0001621955],"genre_scores_gemma":[0.9980443,0.0002634085,0.00008129224,0.00006866032,0.0001559367,0.00007151267,0.000381084,0.00003142866,0.000902412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01057855,"threshold_uncertainty_score":0.9263963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764246682417205,"score_gpt":0.2732855348265336,"score_spread":0.2456430680023616,"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."}}