{"id":"W3154096207","doi":"10.1016/j.bjps.2021.03.093","title":"The Edmonton Obesity Staging System as a predictor for postoperative complications after medial thigh lift in massive weight loss patients","year":2021,"lang":"en","type":"article","venue":"Journal of Plastic Reconstructive & Aesthetic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lift (data mining); Weight loss; Thigh; Obesity; Staging system; Surgery; Internal medicine; Computer science; Cancer","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":[0.0003331364,0.0002971341,0.0001932585,0.0009118176,0.0003382101,0.0005556875,0.0003494961,0.0003678419,0.002704584],"category_scores_gemma":[0.00151392,0.0001666428,0.0004212232,0.0006958224,0.0002263612,0.0003841421,0.0004645362,0.0006068751,0.0001612912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002638077,"about_ca_system_score_gemma":0.0005314742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003996349,"about_ca_topic_score_gemma":0.01078452,"domain_scores_codex":[0.9998651,0.00002742372,0.00001517309,0.00001781729,0.00002796719,0.00004652097],"domain_scores_gemma":[0.9990283,0.0002048823,0.000394689,0.00002468174,0.00006643079,0.00028097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009702714,0.00001863545,0.9988417,0.000003249266,0.00001617642,0.00009753303,0.00001484844,0.00002788259,0.00006036583,0.00001322191,0.00007181073,0.0007375103],"study_design_scores_gemma":[0.0000065077,0.00006044999,0.9990368,0.00001015963,0.0000315851,0.000248235,0.0001342493,0.0003129446,0.00002170603,0.00002286607,0.0001108767,0.000003706102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99889,0.0002464028,0.00004123672,0.00006594934,0.00002588642,0.000003928545,0.0001006986,0.000001722528,0.0006241745],"genre_scores_gemma":[0.9991628,0.0001384497,0.0001103436,0.00002726858,0.00003286221,0.000005840747,0.0001916967,0.000002416004,0.0003282238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9960036,"threshold_uncertainty_score":0.009047747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008461537718001299,"score_gpt":0.2275722717419224,"score_spread":0.2191107340239211,"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."}}