{"id":"W2799921856","doi":"10.1097/prs.0000000000004461","title":"Using the BODY-Q to Understand Impact of Weight Loss, Excess Skin, and the Need for Body Contouring following Bariatric Surgery","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Body contouring; Contouring; Medicine; Weight loss; Body weight; Surgery; Obesity; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002571859,0.0003984753,0.001363514,0.0005432937,0.0005183814,0.00008959098,0.0001276515,0.0001630674,0.00005357192],"category_scores_gemma":[0.005192908,0.0002348357,0.00102332,0.0006429631,0.0009038009,0.0002123787,0.00008826161,0.0002745569,0.000002693094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002088688,"about_ca_system_score_gemma":0.0008334756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004622904,"about_ca_topic_score_gemma":0.00002414529,"domain_scores_codex":[0.9972584,0.0002740603,0.000864594,0.0005038884,0.0003851245,0.0007139614],"domain_scores_gemma":[0.9720907,0.02636934,0.0004246545,0.0004595208,0.0003774753,0.0002783476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006805263,0.0001049423,0.9735602,0.000301232,0.002887597,0.00007985904,0.002051188,0.00002680312,0.002296544,0.0006633233,0.005300138,0.005922873],"study_design_scores_gemma":[0.01780264,0.0008278273,0.9080441,0.006434167,0.006836214,0.002355525,0.009515197,0.0216285,0.01436237,0.00783575,0.001025667,0.003332041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850826,0.0007282106,0.01005866,0.0002317421,0.002792999,0.0007259626,0.00004158766,0.00004775143,0.0002904933],"genre_scores_gemma":[0.9975366,0.00006058443,0.0003212191,0.00008659693,0.001857584,0.000028336,0.000006793468,0.00005899117,0.00004330511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06551614,"threshold_uncertainty_score":0.9576321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061758710385296,"score_gpt":0.2852842912513777,"score_spread":0.2546667041475247,"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."}}