{"id":"W4401332306","doi":"10.1128/spectrum.04097-23","title":"Effect of multifunctional cationic polymer coatings on mitigation of broad microbial pathogens","year":2024,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Interior Health; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Ústav organické chemie a biochemie Akademie věd České republiky; Akademie Věd České Republiky; Ministerstvo Školství, Mládeže a Tělovýchovy; University of Minnesota","keywords":"Bioaerosol; Aerosol; Polymer; Cationic polymerization; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Bacteria; Coronavirus disease 2019 (COVID-19); Microbiology; Biology; Materials science; Chemistry; Infectious disease (medical specialty); Medicine; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002543641,0.000120589,0.000259317,0.0002135426,0.0000430996,0.000004964442,0.00002985838,0.0001406955,0.0004003175],"category_scores_gemma":[0.00004918341,0.00009819245,0.0001817887,0.0001728771,0.0001094175,0.00003204535,0.00001102341,0.0001490677,0.00009206068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006900531,"about_ca_system_score_gemma":0.0000725062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004458662,"about_ca_topic_score_gemma":0.00001401375,"domain_scores_codex":[0.9991888,0.0000944383,0.0003108141,0.0002171772,0.00004837517,0.0001403551],"domain_scores_gemma":[0.9995196,0.0001725912,0.0001071561,0.0001225134,0.00005319596,0.00002495921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004579436,0.00006622387,0.006367336,0.0001552774,0.00009191385,0.00000287513,0.00006722679,0.00002112403,0.9891956,0.0008496696,0.0005844118,0.002140371],"study_design_scores_gemma":[0.00116182,0.001534024,0.00799472,0.0001561577,0.0001569355,0.0001559835,0.00000399655,0.0003913604,0.9870101,0.00002634704,0.001333391,0.00007521449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959058,0.000360388,0.001148024,0.0006422326,0.0008585044,0.0003171217,0.00008668629,0.0000564687,0.0006247927],"genre_scores_gemma":[0.9984725,0.000007235878,0.00003044226,0.0001060087,0.0002175395,0.00001086859,0.000358884,0.00001384353,0.0007826445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002566752,"threshold_uncertainty_score":0.4383196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004515525051284629,"score_gpt":0.2448377963541065,"score_spread":0.2403222713028219,"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."}}