{"id":"W4205545928","doi":"10.1111/ans.17435","title":"Variation in burn wound management approaches for paediatric burn patients in Australia and New Zealand","year":2022,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Helen Macpherson Smith Trust; Australasian Foundation for Plastic Surgery; Thyne Reid Foundation; Australian Commission on Safety and Quality in Health Care; HCF Research Foundation","keywords":"Medicine; Burn injury; Burn wound; Context (archaeology); Burn units; Retrospective cohort study; Emergency medicine; Surgery; Wound healing","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":[],"consensus_categories":[],"category_scores_codex":[0.001056215,0.00009472122,0.0003117225,0.000782425,0.0000366853,0.00002200417,0.00005534798,0.00003038225,0.00007148145],"category_scores_gemma":[0.00004571146,0.00008429538,0.00009583386,0.000356577,0.000009275892,0.0001617003,0.00005238306,0.0001837632,7.750262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057766,"about_ca_system_score_gemma":0.00003261923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009749458,"about_ca_topic_score_gemma":0.00001068422,"domain_scores_codex":[0.9988438,0.00005059455,0.0005173736,0.0001170703,0.0002821623,0.0001890135],"domain_scores_gemma":[0.9994143,0.0001513063,0.0002612873,0.00007367812,0.00002639039,0.00007302356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004626465,0.0002159135,0.9745235,0.0001051499,0.00007136958,0.00008408892,0.0003297788,0.00007353011,0.000002947568,0.0001158207,0.01370425,0.01031104],"study_design_scores_gemma":[0.002442469,0.0001457691,0.9864897,0.00003978548,0.00008733499,0.00001305881,0.0002108358,0.0000483662,0.000002329091,0.001146661,0.00928991,0.00008382998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977714,0.0002079592,0.00007970897,0.001174452,0.00037474,0.0003066929,0.000002461167,0.000003500306,0.00007902551],"genre_scores_gemma":[0.9966198,0.0002198645,0.0003500736,0.0001691492,0.0001635496,0.00001132105,0.00001476575,0.00001091059,0.002440633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196619,"threshold_uncertainty_score":0.3437466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08495704679851236,"score_gpt":0.2791692981943036,"score_spread":0.1942122513957912,"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."}}