{"id":"W4393252379","doi":"10.1093/asj/sjae072","title":"Commentary on: Complications from Fat Grafting and Gluteal Augmentation in Outpatient Plastic Surgery: An Analysis of American Association for Accreditation of Ambulatory Surgery Facilities (AAAASF, QUAD A) Data","year":2024,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Miami; Accreditation; Ambulatory; Plastic surgery; General surgery; Surgery; Gerontology; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002711665,0.0003934185,0.002090642,0.002725449,0.0001308712,0.00007306096,0.0001657022,0.000318528,0.00002088464],"category_scores_gemma":[0.0007902168,0.0003886227,0.0006790636,0.0007888013,0.0001857505,0.0002791361,0.00005825912,0.0009918485,0.00000163659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241916,"about_ca_system_score_gemma":0.0004582226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989905,"about_ca_topic_score_gemma":0.0003381716,"domain_scores_codex":[0.9951838,0.0007218834,0.002030191,0.0006230312,0.0009903117,0.0004507791],"domain_scores_gemma":[0.9764498,0.02024827,0.002115544,0.000679305,0.0003601958,0.000146854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001960373,0.000185977,0.4129062,0.0001988327,0.001220683,0.00005551688,0.0005704915,0.0001013116,0.00001182381,0.000001224748,0.5661995,0.01835233],"study_design_scores_gemma":[0.001654116,0.0005595274,0.8731376,0.007327449,0.01317556,0.000269109,0.005868759,0.01851247,0.0001384771,0.0003265787,0.07725442,0.001775952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207661,0.0006263694,0.0002244216,0.07383749,0.001515446,0.0002845158,0.002704116,0.00003585631,0.000005669628],"genre_scores_gemma":[0.961726,0.0006084333,0.0001769466,0.01432781,0.001183632,0.00005883482,0.02178856,0.00008626669,0.00004348571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4889451,"threshold_uncertainty_score":0.9998566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649709711953839,"score_gpt":0.3076588305448411,"score_spread":0.2426878593494571,"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."}}