{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004858225,0.0002559008,0.0003859738,0.00009879425,0.00008445931,0.00003119472,0.0006476349,0.0003492465,0.000002051812],"category_scores_gemma":[0.00007628115,0.0002349195,0.00009692605,0.0002225791,0.0002845848,0.000009107808,0.002113538,0.0003519419,0.000003044529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002839437,"about_ca_system_score_gemma":0.0002279725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005322144,"about_ca_topic_score_gemma":0.00001168166,"domain_scores_codex":[0.9983778,0.00008374036,0.0003714038,0.0006087643,0.0002546732,0.0003036326],"domain_scores_gemma":[0.9983484,0.00004132396,0.0003451975,0.0008537801,0.0003334657,0.00007781114],"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":[0.000159577,0.00009031266,0.06136585,0.0002064325,0.00005715339,0.000002577296,0.00001783669,0.000142302,0.9377366,0.00008286904,0.0001315224,0.000007012453],"study_design_scores_gemma":[0.0005991567,0.00007159184,0.01349755,0.0001432667,0.00003477048,5.305461e-8,0.00001973781,0.0002175615,0.9808065,0.000004059181,0.004349096,0.0002566208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952298,0.003261441,0.0003251584,0.0000914769,0.0001647103,0.0007833418,0.0001079912,0.00001167403,0.0000244229],"genre_scores_gemma":[0.9976545,0.001853821,0.0001780893,0.00005188413,0.0001820516,0.00003645484,0.000001324955,0.00003352772,0.000008338379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04786829,"threshold_uncertainty_score":0.957974,"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."}}