{"id":"W4400234596","doi":"10.1016/j.crmicr.2024.100258","title":"Is it time to re-evaluate exposure risks to quaternary ammonium compounds as disinfectants?","year":2024,"lang":"en","type":"article","venue":"Current Research in Microbial Sciences","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Klox Technologies (Canada)","funders":"","keywords":"Quaternary; Ammonium; Disinfectant; Chemistry; Environmental chemistry; Environmental science; Organic chemistry; Geology","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":[0.06788624,0.001765875,0.003818031,0.001910792,0.001514565,0.007289184,0.005885726,0.01098203,0.009649889],"category_scores_gemma":[0.1245442,0.0005434689,0.002984452,0.001358857,0.003948956,0.01326651,0.002770398,0.01177804,0.004429273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236189,"about_ca_system_score_gemma":0.01969527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01762263,"about_ca_topic_score_gemma":0.0175625,"domain_scores_codex":[0.9735028,0.01290082,0.002797184,0.001261703,0.008458748,0.001078854],"domain_scores_gemma":[0.777485,0.08069528,0.01553559,0.01467048,0.1019042,0.009709441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001938066,0.001100592,0.02008361,0.007929836,0.0009634802,0.0007442042,0.001299639,0.002351644,0.007564632,0.01386559,0.2512994,0.6908593],"study_design_scores_gemma":[0.0004065233,0.003949719,0.01877398,0.01372102,0.001339242,0.002307566,0.01337403,0.002866247,0.009936778,0.07452395,0.8581983,0.0006025549],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01461122,0.2101419,0.02587779,0.7031352,0.03118418,0.0006142385,0.0008833965,0.0006106995,0.01294138],"genre_scores_gemma":[0.141459,0.2938358,0.1306695,0.3887091,0.02791094,0.001180836,0.001373767,0.0006295901,0.01423144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06788624,"threshold_uncertainty_score":0.3590211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601077266800248,"score_gpt":0.4542556812707835,"score_spread":0.2941479545907587,"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."}}