{"id":"W2707966151","doi":"10.1680/jenes.16.00028","title":"Thermal inactivation analysis of water-related pathogens in domestic hot water systems","year":2017,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technological University Dublin","keywords":"Rainwater harvesting; Environmental science; Environmental engineering; Water quality; Population; Water treatment; Raw water; Water supply; Wastewater; Waste management; Engineering; Biology; Environmental health; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007583391,0.00009458885,0.0001976319,0.0003057063,0.0001616241,0.00005962519,0.0003383672,0.00002963337,0.0001096419],"category_scores_gemma":[0.00002171222,0.00006153458,0.00005307651,0.0001388698,0.0003703501,0.0007119461,0.0002293679,0.0001044911,0.00000791362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300824,"about_ca_system_score_gemma":0.000002629696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007455325,"about_ca_topic_score_gemma":0.000002515992,"domain_scores_codex":[0.9988906,0.0000142386,0.0003306736,0.000152613,0.0003793605,0.0002324884],"domain_scores_gemma":[0.9995338,0.0000125019,0.0001513509,0.0002205606,0.000003063566,0.0000787668],"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":[0.000004627353,0.0000372887,0.04750505,0.000003364046,0.00003224478,0.00001477786,0.0004910794,0.3066953,0.6450526,0.000009353026,0.000001038526,0.0001532499],"study_design_scores_gemma":[0.000229691,0.00005800576,0.9156976,0.00001674376,0.0001071045,0.00001531468,0.0000774595,0.07337631,0.01023929,0.000005669936,0.00007861252,0.00009816477],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991146,0.00002483136,0.0004013187,0.00003599029,0.0001424953,0.00006070623,0.000002791237,0.000003335131,0.0002139252],"genre_scores_gemma":[0.9997083,0.00001733359,0.0001602003,0.000002905656,0.000007671137,0.000001456074,0.000001020215,0.000005125788,0.00009599289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8681926,"threshold_uncertainty_score":0.2509307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00606561558988109,"score_gpt":0.1881864272572829,"score_spread":0.1821208116674018,"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."}}