{"id":"W2950090320","doi":"10.1111/ans.15315","title":"Dermal regeneration template and vacuum sealing drainage for treatment of traumatic degloving injuries of upper extremity in a single‐stage procedure","year":2019,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Degloving; Medicine; Surgery; Forearm; Seroma; Complication","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":[],"consensus_categories":[],"category_scores_codex":[0.0006801556,0.000113513,0.0006873669,0.0003492965,0.00002230274,0.000008517423,0.00002290766,0.0000755679,0.00001329472],"category_scores_gemma":[0.0001123238,0.00008884943,0.0002597737,0.0001133732,0.0000554751,0.0002304634,0.000006804944,0.00005672564,9.4992e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006067111,"about_ca_system_score_gemma":0.000161504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001300668,"about_ca_topic_score_gemma":0.000004998747,"domain_scores_codex":[0.99889,0.00005963429,0.0006866421,0.0001063926,0.0001237202,0.0001336043],"domain_scores_gemma":[0.9988499,0.0003173984,0.0005110673,0.00009777201,0.0001795424,0.00004429619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004762945,0.0002244038,0.575304,0.00101416,0.0001514774,0.00002041036,0.0009161125,0.000005065646,0.4045775,0.0000322659,0.00002416301,0.01725417],"study_design_scores_gemma":[0.001106432,0.000438716,0.1432136,0.001800125,0.0001343812,0.0004792532,0.0009409217,0.00006934267,0.8513159,0.0002217397,0.0001615509,0.0001180466],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972506,0.001605093,0.0006079613,0.00007477076,0.00007519181,0.0003170652,0.000008327095,0.000005411702,0.00005560055],"genre_scores_gemma":[0.9968228,0.000315115,0.002733281,0.00001622133,0.00003700787,0.00000473821,0.000005680079,0.00001270385,0.00005240905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4467384,"threshold_uncertainty_score":0.3623175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04354424888884833,"score_gpt":0.286815493015239,"score_spread":0.2432712441263906,"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."}}