{"id":"W4409388754","doi":"10.1016/j.jtv.2025.100914","title":"Impact on management performance outcomes of standardizing wound care using integrated care bundles – results of a retrospective analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Tissue Viability","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Ministry of Health and Long-Term Care; Smith and Nephew","keywords":"Medicine; Wound care; Retrospective cohort study; Intensive care medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005107065,0.0001699328,0.001006282,0.0005243831,0.00008284958,0.00001425461,0.00009297093,0.00007434817,0.00001492463],"category_scores_gemma":[0.0002064698,0.0001093854,0.0004049343,0.0008557333,0.00008022033,0.00006728306,0.00002878065,0.000227494,2.286686e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877442,"about_ca_system_score_gemma":0.000263971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008142536,"about_ca_topic_score_gemma":0.00007080464,"domain_scores_codex":[0.9982446,0.0000892518,0.0008375797,0.0001905127,0.0004812384,0.0001568064],"domain_scores_gemma":[0.997634,0.00009464746,0.0005816258,0.0003866731,0.001228996,0.00007405373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002115481,0.0003396522,0.9858019,0.0007852512,0.003945223,0.00002187021,0.001832161,0.002075843,0.0001860345,0.000007606192,0.00001827836,0.002870706],"study_design_scores_gemma":[0.002566686,0.001759622,0.982509,0.00056536,0.003268962,0.000003873118,0.00378457,0.0001028593,0.005269634,0.00003703181,0.00006634575,0.00006610501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997348,0.0002955214,0.0001938425,0.00006134338,0.0001217886,0.0003602954,0.0001721627,0.00000711701,0.001439984],"genre_scores_gemma":[0.9975501,0.00003172417,0.002269839,0.00000730194,0.00001755852,0.000001151555,0.00001457468,0.000006916218,0.0001008175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0050836,"threshold_uncertainty_score":0.4909446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669627099435914,"score_gpt":0.3700713426877134,"score_spread":0.3533750716933542,"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."}}