{"id":"W4401159514","doi":"10.20944/preprints202407.2129.v1","title":"Global Health Alert: Racing to Control Antimicrobial Resistant Candida auris and Waste Using UVC LED Technology","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Candida auris; Antimicrobial; Infection control; Microbiology; Biology; Medicine; Antifungal; Intensive care medicine","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":[0.001050782,0.0005349067,0.0003393034,0.0009335304,0.0004309833,0.001067615,0.0006278702,0.001371827,0.01479248],"category_scores_gemma":[0.001158187,0.0001298969,0.0005256532,0.0006196538,0.0003448356,0.0008128436,0.0009032734,0.0007491494,0.003879785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005831123,"about_ca_system_score_gemma":0.0009587471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817494,"about_ca_topic_score_gemma":0.001936044,"domain_scores_codex":[0.9994082,0.0001374363,0.00002104123,0.00008529823,0.0002662314,0.00008164815],"domain_scores_gemma":[0.9995354,0.00008421484,0.00006462143,0.0000437757,0.0002200835,0.00005189934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004818698,0.0002959012,0.005067119,0.005230952,0.000111444,0.0005375603,0.0006571278,0.001410273,0.08981714,0.006082439,0.1387305,0.7515777],"study_design_scores_gemma":[0.00007095191,0.0006420479,0.01019496,0.001132641,0.000178106,0.0009349816,0.0007105318,0.00173107,0.09670845,0.003714721,0.883926,0.00005558669],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1946666,0.2113444,0.1254991,0.05713936,0.01186787,0.001529355,0.006295565,0.01625666,0.3754011],"genre_scores_gemma":[0.6160334,0.11814,0.08931573,0.01242001,0.0019209,0.0005115716,0.006002686,0.001234416,0.1544213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01479248,"threshold_uncertainty_score":0.04948574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547909555508851,"score_gpt":0.3814701234606204,"score_spread":0.3266791679097353,"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."}}