{"id":"W4378085978","doi":"10.3390/microorganisms11061361","title":"Controlling Legionella pneumophila in Showerheads: Combination of Remedial Intervention and Preventative Flushing","year":2023,"lang":"en","type":"article","venue":"Microorganisms","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Flushing; Animal science; Legionella pneumophila; Remedial action; Environmental engineering; Toxicology; Chemistry; Microbiology; Biology; Environmental science; Contamination; Endocrinology; Ecology; Environmental remediation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003718766,0.0005585638,0.001013244,0.0002386254,0.000333955,0.000744447,0.0004559222,0.0005738561,0.0009802637],"category_scores_gemma":[0.0004068032,0.0002261731,0.0005530271,0.0001789278,0.0003466035,0.0003789382,0.0005852615,0.0004907589,0.0001918174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306539,"about_ca_system_score_gemma":0.0003839347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121841,"about_ca_topic_score_gemma":0.005245834,"domain_scores_codex":[0.9996036,0.00006299358,0.00002996072,0.0001236679,0.00009083786,0.0000890532],"domain_scores_gemma":[0.9997445,0.00005987621,0.0000640332,0.00002847196,0.00004204537,0.0000611108],"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":[0.0004794091,0.0001480254,0.001787622,0.00016961,0.00002852553,0.00003903353,0.00006522625,0.0001781744,0.9926543,0.0000054694,0.00003188705,0.00441273],"study_design_scores_gemma":[0.00004661133,0.01278487,0.06091004,0.0000359997,0.0002033187,0.0001517426,0.0003978162,0.001787975,0.9220839,0.00002650455,0.001528384,0.0000428565],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987224,0.0003669638,0.0005633003,0.00003427644,0.00001445571,0.00004037273,0.0000587137,0.00003160436,0.0001679083],"genre_scores_gemma":[0.9952067,0.0004650221,0.00304616,0.00006985343,0.00001378152,0.00006576182,0.0002099987,0.000012427,0.0009103376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002121841,"threshold_uncertainty_score":0.004219055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234739458782139,"score_gpt":0.2812727796120996,"score_spread":0.2689253850242782,"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."}}