{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003841786,0.00008017488,0.0001227808,0.0001103333,0.00003968483,0.00001683168,0.00008910126,0.00008488266,0.000003728708],"category_scores_gemma":[0.00007164213,0.00008139278,0.00004171074,0.000174942,0.00007199778,0.000006960116,0.0001017039,0.0000801241,0.000006257983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001422855,"about_ca_system_score_gemma":0.00002444111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004901452,"about_ca_topic_score_gemma":0.0001057219,"domain_scores_codex":[0.9992468,0.00007545961,0.0002043742,0.0002083876,0.0001017346,0.0001632571],"domain_scores_gemma":[0.9997319,0.00002249223,0.00006257327,0.00009689947,0.00005298371,0.00003313772],"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":[0.00006481785,0.00004912713,0.007731459,0.00002356231,0.00001494616,0.00000518056,0.0003962747,0.00001302287,0.9904735,0.0001087878,0.0001882529,0.0009310846],"study_design_scores_gemma":[0.001916356,0.0002509301,0.01520781,0.00006064927,0.000006651953,0.00000730075,0.0006627217,0.0002183544,0.9805263,0.000643572,0.0003908323,0.0001085699],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987392,0.000195091,0.0004326404,0.0002382531,0.00009294212,0.0001896113,0.000005067437,0.000009505377,0.0000977032],"genre_scores_gemma":[0.9992866,0.0001561649,0.00007607266,0.00003397526,0.00005797248,0.000008776267,0.0001156299,0.00001443686,0.0002503757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009947233,"threshold_uncertainty_score":0.3319101,"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."}}