{"id":"W4283732199","doi":"10.1101/2022.06.28.22277022","title":"<i>Legionella pneumophila</i> occurrence in reduced-occupancy buildings in 11 cities during the COVID-19 pandemic","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; Eidgenössische Anstalt für Wasserversorgung Abwasserreinigung und Gewässerschutz; University of Pittsburgh; Arizona State University; University of Michigan; Purdue University; National Science Foundation","keywords":"Legionella pneumophila; Legionella; Occupancy; Pandemic; Coronavirus disease 2019 (COVID-19); Outbreak; Environmental science; Geography; Environmental health; Environmental engineering; Biology; Medicine; Virology; Ecology; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003710395,0.0003927441,0.0002950691,0.0007984922,0.0008218372,0.0009471686,0.0004112553,0.0004868637,0.0009603007],"category_scores_gemma":[0.0006908891,0.0003450309,0.0002959272,0.0009083023,0.0006419845,0.0003577757,0.0008622146,0.0004558966,0.000192434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452935,"about_ca_system_score_gemma":0.0007812194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1001576,"about_ca_topic_score_gemma":0.1633286,"domain_scores_codex":[0.9995389,0.0001005606,0.00003160167,0.0001129544,0.00007901936,0.0001370843],"domain_scores_gemma":[0.9990795,0.00007468057,0.0003686165,0.00005613345,0.0002161074,0.0002048926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001307092,0.00004055624,0.9963453,0.00001475389,0.00002326937,0.0001194242,0.0005988419,0.0001867162,0.001343093,0.000012006,0.0001730853,0.001012229],"study_design_scores_gemma":[0.000002458245,0.00006650198,0.9981046,0.000004243034,0.000006074556,0.00004018628,0.001337775,0.0001436887,0.0001759518,0.000003086095,0.0001102984,0.000005148697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995437,0.00001640546,0.00003161759,0.00001156791,0.000001285856,0.000006999716,0.0002829436,0.000002731499,0.0001027648],"genre_scores_gemma":[0.9994942,0.0000142936,0.00005541899,0.00001035691,0.000001584076,0.00000776697,0.0003466613,0.000001559481,0.00006812999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1001576,"threshold_uncertainty_score":0.1991493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0440410118272964,"score_gpt":0.3239365931999748,"score_spread":0.2798955813726783,"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."}}