{"id":"W4401214597","doi":"10.1097/gox.0000000000006020","title":"A Simple and Effective Approach to Defatting Large Surface Area Full-thickness Skin Grafts","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Defatting; Medicine; Skin grafting; Surgery; Contracture; Subcutaneous tissue","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"],"consensus_categories":[],"category_scores_codex":[0.001824474,0.0006263869,0.001440796,0.0003133845,0.0002938405,0.0004793183,0.0002709503,0.0002926523,0.0001479831],"category_scores_gemma":[0.001506208,0.0005601438,0.000432202,0.00132659,0.0003605887,0.0006868594,0.0006172651,0.0005294773,0.00007486917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004233094,"about_ca_system_score_gemma":0.0005147685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002033231,"about_ca_topic_score_gemma":0.00004094383,"domain_scores_codex":[0.9961348,0.0003889199,0.0007138528,0.001463344,0.0003813167,0.0009177365],"domain_scores_gemma":[0.9957841,0.002720206,0.0001546885,0.0004722428,0.0003157684,0.0005529855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002650517,0.0006549731,0.6399607,0.001799009,0.003551055,0.0008329925,0.0008180155,0.00005381052,0.008837922,0.01506468,0.008710979,0.3170653],"study_design_scores_gemma":[0.007688951,0.001833182,0.6945592,0.01500857,0.004051064,0.1126068,0.01058526,0.008823873,0.03368116,0.03684938,0.06555085,0.008761702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298719,0.0008697846,0.05371833,0.00006686392,0.001149291,0.002689004,0.0005083865,0.0003694893,0.01075702],"genre_scores_gemma":[0.9831764,0.00006364373,0.01591221,0.0001962314,0.0001289746,0.0002676828,0.0001259284,0.00006790303,0.00006100617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3083036,"threshold_uncertainty_score":0.999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740473454813448,"score_gpt":0.2830382754130151,"score_spread":0.2656335408648807,"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."}}