{"id":"W4285608129","doi":"10.25270/wnds/21076","title":"Use of a Fluorescence Imaging Device to Detect Elevated Bacterial Loads, Enhance Antimicrobial Stewardship, and Increase Communication Across Inpatient Complex Wound Care Teams","year":2022,"lang":"en","type":"article","venue":"WOUNDS A Compendium of Clinical Research and Practice","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Antimicrobial; Fluorescence-lifetime imaging microscopy; Population; Antimicrobial stewardship; Antibiotics; Fluorescence; Intensive care medicine; Antibiotic resistance; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003589581,0.0003326198,0.0002929028,0.0007206382,0.0005726746,0.001038375,0.0005850936,0.0004702584,0.005975938],"category_scores_gemma":[0.01241156,0.0002715134,0.0003634669,0.0003335957,0.0004424474,0.0007542066,0.00111845,0.0005311235,0.0009783552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008409754,"about_ca_system_score_gemma":0.00159501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354346,"about_ca_topic_score_gemma":0.001691144,"domain_scores_codex":[0.9962071,0.001829678,0.0003279684,0.0003724002,0.0008681339,0.0003946995],"domain_scores_gemma":[0.9843606,0.005456146,0.005770299,0.0008567088,0.002245396,0.001310821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008760301,0.002620508,0.7593893,0.0005014655,0.0000698205,0.0003762959,0.001116615,0.0006586494,0.0233169,0.0001942948,0.003058811,0.2078214],"study_design_scores_gemma":[0.0001347554,0.009141383,0.9449272,0.000464785,0.00009621563,0.002727274,0.002793503,0.003429146,0.02651464,0.000249497,0.009436429,0.00008518422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862034,0.0004945404,0.00594243,0.001195339,0.00003609788,0.0003152117,0.0001762163,0.0002262681,0.005410389],"genre_scores_gemma":[0.9842598,0.00045969,0.01336178,0.0006412782,0.00004099687,0.0002303857,0.0001057053,0.00002151924,0.0008789841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005975938,"threshold_uncertainty_score":0.01999146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806057549292093,"score_gpt":0.504712118968221,"score_spread":0.3241063640390117,"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."}}