{"id":"W4327575284","doi":"10.1136/bmjoq-2022-002206","title":"Time is tissue. Want to save millions in wound care? Start early: a QI project to expedite referral of high-risk wound care patients to specialised care","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"Fraser Health Authority; Doctors of BC","keywords":"Medicine; Referral; Wound care; Emergency medicine; Psychological intervention; Health care; Intensive care medicine; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009430964,0.0004350552,0.0002518172,0.0007159635,0.001721362,0.001378587,0.001089512,0.000548474,0.005216343],"category_scores_gemma":[0.01011416,0.0002903972,0.0005975894,0.0007446628,0.00106218,0.0008705072,0.002794064,0.001105149,0.0006969958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002169287,"about_ca_system_score_gemma":0.02638412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00708941,"about_ca_topic_score_gemma":0.008852742,"domain_scores_codex":[0.9957417,0.00274507,0.0001614969,0.0002267732,0.0005817406,0.000543097],"domain_scores_gemma":[0.9833201,0.002075732,0.001520462,0.0007527123,0.001925321,0.01040571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001446561,0.02026047,0.1069625,0.001564425,0.0001690302,0.0004032829,0.009324425,0.002166542,0.00656731,0.003123473,0.04436782,0.8036441],"study_design_scores_gemma":[0.008627718,0.07413376,0.7066119,0.00267331,0.0007797122,0.001410632,0.0353796,0.01688449,0.01090819,0.008329075,0.1339769,0.0002846448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8993459,0.001385097,0.02735571,0.04226942,0.0006589234,0.01295057,0.0008472151,0.0009088365,0.01427833],"genre_scores_gemma":[0.8233858,0.001466286,0.1556201,0.00668101,0.00019725,0.005481733,0.0009541386,0.00009541389,0.006118349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009430964,"threshold_uncertainty_score":0.04987627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245413395005136,"score_gpt":0.460228531607521,"score_spread":0.3356871921070074,"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."}}