{"id":"W2571860607","doi":"10.1021/acs.est.6b04754","title":"Effect of Disinfectant Exposure on <i>Legionella pneumophila</i> Associated with Simulated Drinking Water Biofilms: Release, Inactivation, and Infectivity","year":2017,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Environmental Protection Agency; U.S. Environmental Protection Agency","keywords":"Disinfectant; Infectivity; Legionella pneumophila; Biofilm; Legionella; Microbiology; Biofouling; Chemistry; Water disinfection; Environmental chemistry; Biology; Environmental engineering; Environmental science; Bacteria; Virology; Biochemistry","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":[0.0002351885,0.0005062321,0.0003756059,0.0001169539,0.0001612472,0.0004305315,0.0001753669,0.0003257975,0.0008156574],"category_scores_gemma":[0.000417389,0.0001459032,0.0003935514,0.0001261076,0.0001618335,0.0002751435,0.0002603174,0.0003836394,0.0001188371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944275,"about_ca_system_score_gemma":0.0002429036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143681,"about_ca_topic_score_gemma":0.002011301,"domain_scores_codex":[0.9996756,0.00006703967,0.00003396356,0.00007693801,0.00008415141,0.0000622931],"domain_scores_gemma":[0.9997656,0.00006868829,0.00006298319,0.00001574592,0.00005719136,0.00002987389],"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":[0.0003003215,0.00006003235,0.001180073,0.00011361,0.00001560795,0.00004067536,0.00006070432,0.0001329561,0.9960805,0.00001199869,0.0000379564,0.001965743],"study_design_scores_gemma":[0.000009331334,0.00211653,0.0165971,0.00001962566,0.00004180487,0.00006279659,0.0001316023,0.0008522733,0.9793515,0.00001266784,0.0007908744,0.00001396619],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985598,0.0004678209,0.0003765992,0.00002690028,0.00001599807,0.00001911374,0.0001123379,0.00001322673,0.0004083299],"genre_scores_gemma":[0.9969746,0.0005185944,0.001536182,0.00005338537,0.0000101033,0.00003216142,0.0002489304,0.000008832665,0.0006171672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002143681,"threshold_uncertainty_score":0.004262388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004094106589636988,"score_gpt":0.2288193680933426,"score_spread":0.2247252615037056,"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."}}