{"id":"W4303646602","doi":"10.1007/s11695-022-06309-0","title":"Complications Post Abdominoplasty After Surgical Versus Non-surgical Massive Weight Loss: a Comparative Study","year":2022,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cegep de Saint Jerome; McGill University Health Centre","funders":"Kuwait University","keywords":"Medicine; Abdominoplasty; Weight loss; Surgery; Blood loss; Body mass index; Excess weight; Retrospective cohort study; Comorbidity; Deformity; Obesity; Plastic surgery; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008389686,0.0003535238,0.001074877,0.00031827,0.0006208555,0.00004261887,0.0001610117,0.00009461586,0.001555124],"category_scores_gemma":[0.00007161062,0.0003323063,0.0005314176,0.0005551481,0.0001934853,0.0001185667,0.0003129206,0.0007420462,0.0002975766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002788772,"about_ca_system_score_gemma":0.0003886285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001392979,"about_ca_topic_score_gemma":0.0000272824,"domain_scores_codex":[0.9967956,0.000487177,0.0006163522,0.0006985918,0.0008174981,0.0005848099],"domain_scores_gemma":[0.9960684,0.00250259,0.0001808318,0.0006047981,0.0002429611,0.0004004225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01061781,0.00651202,0.9366599,0.00004703597,0.0005781655,0.01661369,0.00183233,0.00002161062,0.00004232899,0.00009882596,0.02626279,0.000713459],"study_design_scores_gemma":[0.006357308,0.0005852975,0.8919572,0.00006429284,0.0002856877,0.0006284749,0.002293046,0.0002495394,0.00006431103,0.000008233227,0.09689128,0.0006153612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885401,0.0002625014,0.000008270299,0.001223758,0.00112839,0.0007155135,0.0001219116,0.0001513894,0.007848165],"genre_scores_gemma":[0.9969739,0.00001968314,0.00003157282,0.0001564119,0.0006556272,0.0004952506,0.0001519612,0.00003517348,0.001480417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07062849,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02896509638627871,"score_gpt":0.2843411177720311,"score_spread":0.2553760213857524,"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."}}