{"id":"W2913896139","doi":"10.1101/540302","title":"Presence of <i>Legionella</i> spp. in cooling towers: the role of microbial diversity, <i>Pseudomonas</i> , and continuous chlorine application","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Legionella pneumophila; Legionella; Outbreak; Legionnaires' disease; Biology; Microbiology; Cooling tower; Pseudomonas; Bacteria; Water cooling; Virology","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":[0.000332421,0.0004078497,0.0003964542,0.0007331923,0.0003343828,0.0007740323,0.0002094217,0.000494434,0.0007803619],"category_scores_gemma":[0.0005226035,0.0001933772,0.0003218422,0.0005637866,0.0003555752,0.0003741388,0.0002584794,0.0003125586,0.0001750503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003378187,"about_ca_system_score_gemma":0.0003471975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005417341,"about_ca_topic_score_gemma":0.004879665,"domain_scores_codex":[0.9995288,0.00006837847,0.00003260411,0.0001789104,0.00009877726,0.00009254114],"domain_scores_gemma":[0.9993786,0.00009871617,0.0002366471,0.00001873382,0.0001417871,0.0001256056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004906129,0.0001067562,0.1494021,0.0001376092,0.0000588877,0.0001435571,0.0002595806,0.0001446816,0.8453315,0.00001982732,0.00009133928,0.003813566],"study_design_scores_gemma":[0.000009278453,0.000587653,0.9048894,0.00002702643,0.00007128866,0.0003032117,0.0004619256,0.0007018578,0.09239983,0.00002996856,0.0004970966,0.00002158151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987115,0.0004221617,0.0002044729,0.00003008362,0.000005703794,0.000009413245,0.0003414709,0.00001035645,0.0002647605],"genre_scores_gemma":[0.9986952,0.0001298049,0.0004274624,0.00002835387,0.000006765552,0.00001046975,0.0003733629,0.000004352077,0.0003242425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005417341,"threshold_uncertainty_score":0.01077163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007324890363064477,"score_gpt":0.2083637452829185,"score_spread":0.2010388549198541,"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."}}