{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008999197,0.00009600827,0.0002015199,0.00006395377,0.0001431336,0.00002275755,0.0001278418,0.00005408281,0.000003200494],"category_scores_gemma":[0.00002832886,0.00006501896,0.00004887366,0.00008997757,0.00003273523,0.000005126494,0.00007738422,0.0001667558,0.000002049688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004179189,"about_ca_system_score_gemma":0.0006589437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0176055,"about_ca_topic_score_gemma":0.101327,"domain_scores_codex":[0.9987854,0.00005295988,0.0003889848,0.0001618878,0.0002453535,0.0003653804],"domain_scores_gemma":[0.99935,0.00001350865,0.0001244936,0.0001375414,0.0001488376,0.0002256023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004563268,0.00003044164,0.004222238,0.00008025433,0.0000603207,0.000149305,0.0002904125,0.0002352533,0.04015693,0.000004844578,0.9518213,0.00249232],"study_design_scores_gemma":[0.002079482,0.0008157596,0.007249505,0.00008451235,0.000005807644,0.0001982447,0.0005383239,0.000114035,0.03041349,0.0001066528,0.9581453,0.0002489224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784946,0.001887866,0.00005359921,0.01748474,0.001371626,0.0001104428,0.00004343317,0.000004700804,0.0005489265],"genre_scores_gemma":[0.9889953,0.006821674,0.00004074223,0.0009022938,0.0008086933,8.384719e-7,0.00004064305,0.00001174767,0.002378115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08372153,"threshold_uncertainty_score":0.9889364,"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."}}