{"id":"W3122600353","doi":"","title":"A Prospective Multisite Observational Study Incorporating Bacterial Fluorescence Information Into the UPPER/LOWER Wound Infection Checklists.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Lions Gate Hospital; Vancouver Coastal Health","funders":"","keywords":"Medicine; Cyan; Prospective cohort study; Wound infection; Fluorescence; Surgery; Internal medicine; Pathology","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":[0.00289555,0.0006792626,0.0005932096,0.0006035104,0.0009136042,0.0008585312,0.0003866836,0.0009691876,0.001652515],"category_scores_gemma":[0.005684014,0.001086003,0.0006159178,0.0007366496,0.000505064,0.001278552,0.0007575347,0.001223649,0.000674267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003894637,"about_ca_system_score_gemma":0.0006728005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214249,"about_ca_topic_score_gemma":0.003897656,"domain_scores_codex":[0.9982495,0.0007896572,0.0001478339,0.0003835606,0.0002320005,0.0001974038],"domain_scores_gemma":[0.9943024,0.001152122,0.002275951,0.0004996383,0.0007194215,0.001050486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00109803,0.001295156,0.9952875,0.0000452846,0.00006830347,0.0001498527,0.0002529125,0.00002081283,0.0004997251,0.000006607499,0.0001085002,0.001167327],"study_design_scores_gemma":[0.0003138533,0.01264633,0.9845648,0.00003849875,0.00009057389,0.0005777376,0.001053249,0.0002477628,0.0001313556,0.00002032989,0.0002911043,0.00002443918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993692,0.00009188041,0.0001354698,0.00001525911,0.000008644592,0.0001222494,0.0001402351,0.000002541008,0.0001145356],"genre_scores_gemma":[0.9988115,0.00006337222,0.000461692,0.00009349672,0.00001702053,0.0001714467,0.0002357781,0.000002902688,0.0001428087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00289555,"threshold_uncertainty_score":0.01531333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556649929542748,"score_gpt":0.2835510365515729,"score_spread":0.2279845372561454,"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."}}