{"id":"W4289443600","doi":"10.1038/s41598-022-17663-5","title":"Immersive ultraviolet disinfection of E. coli and MS2 phage on woven cotton textiles","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultraviolet; Biofilm; Materials science; Biodosimetry; Ultraviolet radiation; Environmental science; Pulp and paper industry; Irradiation; Chemistry; Biology; Radiochemistry; Optoelectronics; Physics; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007168746,0.00007591995,0.0001614519,0.0002047094,0.0003589814,0.00002872354,0.00001808133,0.00002696616,0.0004960211],"category_scores_gemma":[0.00008347751,0.00006944818,0.00007625757,0.0002955374,0.0001102395,0.00006836998,0.00002719276,0.0001139495,0.000004491325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006798021,"about_ca_system_score_gemma":0.00006556719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004495361,"about_ca_topic_score_gemma":0.00000394783,"domain_scores_codex":[0.9988362,0.00004364643,0.0002861538,0.000330469,0.0003831835,0.0001203857],"domain_scores_gemma":[0.9992808,0.00002856167,0.0002677843,0.0002548408,0.0001106678,0.00005740084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005654927,0.001199968,0.1376309,0.0001698028,0.0001307049,0.0004351934,0.002392558,0.00105656,0.815368,0.0007861594,0.02385818,0.01640651],"study_design_scores_gemma":[0.002989218,0.002077403,0.5903682,0.0001929638,0.0003900055,0.002583966,0.001956793,0.002869728,0.2402146,0.00305204,0.1528513,0.0004538729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911307,0.0000605423,0.000272049,0.0001210707,0.003716123,0.0004008534,0.00000745018,0.00002275054,0.004268445],"genre_scores_gemma":[0.9958827,0.000002855516,0.000009101735,0.00005621706,0.00005352357,0.00002584705,0.00009881013,0.000007645106,0.00386334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5751534,"threshold_uncertainty_score":0.5431083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009789956304705258,"score_gpt":0.2551336808994134,"score_spread":0.2453437245947081,"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."}}