{"id":"W4322625594","doi":"10.2166/wh.2023.154","title":"Cooling tower<i>Legionella pneumophila</i>surveillance results: Vancouver, Canada, 2021","year":2023,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legionella pneumophila; Cooling tower; Legionella; Outbreak; Environmental science; Legionnaires' disease; Turbidity; Environmental engineering; Water cooling; Veterinary medicine; Microbiology; Biology; Bacteria; Virology; Medicine; Physics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003427379,0.0004663286,0.0003080434,0.002148079,0.001514458,0.001640886,0.0007290992,0.0003481951,0.004631793],"category_scores_gemma":[0.001518614,0.0002621211,0.0002525421,0.004231035,0.0002200201,0.0002052158,0.0005491443,0.000562184,0.001018418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01278476,"about_ca_system_score_gemma":0.01658957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893888,"about_ca_topic_score_gemma":0.9968728,"domain_scores_codex":[0.9993519,0.0000270258,0.0000547517,0.00008848768,0.0002954629,0.0001823004],"domain_scores_gemma":[0.996528,0.00009882118,0.0002907684,0.00006121656,0.002455761,0.0005654333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001863931,0.00003964403,0.8990203,0.0003793371,0.00009644019,0.0004028981,0.0005123999,0.0005871148,0.001010657,0.0001064958,0.06515953,0.03249887],"study_design_scores_gemma":[0.000008745758,0.00001603664,0.9878169,0.00008972122,0.00001505273,0.00009500592,0.0006552811,0.0002823366,0.000237163,0.00001663947,0.01075625,0.000010845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6415422,0.002851155,0.0003998027,0.0009334787,0.0001093472,0.0002248722,0.3219148,0.0001652905,0.03185906],"genre_scores_gemma":[0.8398229,0.002726032,0.001014584,0.000527383,0.00004159927,0.00009289521,0.134298,0.00006701662,0.02140957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01278476,"threshold_uncertainty_score":0.09276038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959059513764381,"score_gpt":0.2853750400967435,"score_spread":0.2657844449590996,"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."}}