{"id":"W139987333","doi":"10.1016/b978-0-444-59543-0.00003-7","title":"Existing Methods of Waterborne Pathogen Detection","year":2013,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Waterborne diseases; Risk analysis (engineering); Water safety; Water quality; Environmental monitoring; Environmental planning; Computer science; Environmental health; Environmental science; Business; Environmental engineering; Medicine; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000878761,0.001497249,0.0007432821,0.002145298,0.0005433228,0.002387584,0.002274822,0.001403052,0.03185144],"category_scores_gemma":[0.0007701104,0.0006051839,0.0005624676,0.001870073,0.001146107,0.002618576,0.001554406,0.001741935,0.02775443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427029,"about_ca_system_score_gemma":0.0009159274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232036,"about_ca_topic_score_gemma":0.002956542,"domain_scores_codex":[0.9991091,0.00006855749,0.0000351229,0.0002202077,0.0005124866,0.00005445837],"domain_scores_gemma":[0.9996158,0.000140916,0.00002356951,0.00006759017,0.000129032,0.00002303758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005686358,0.0001044197,0.0005055987,0.001106016,0.00001588485,0.00007095195,0.0001547332,0.0002039523,0.103944,0.009746911,0.01707741,0.8670133],"study_design_scores_gemma":[0.000006596149,0.0001332705,0.001459289,0.0004039097,0.00004228238,0.0008382301,0.0001558093,0.001211761,0.1525656,0.01028133,0.8328537,0.00004823139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.009446755,0.08714866,0.6660021,0.001493458,0.002748381,0.0004853159,0.001590278,0.003367856,0.2277172],"genre_scores_gemma":[0.01738541,0.06688962,0.3117228,0.001437659,0.0005213362,0.0004722032,0.001564979,0.0005599413,0.5994461],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03185144,"threshold_uncertainty_score":0.1065537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808146655452833,"score_gpt":0.2915410492718763,"score_spread":0.253459582717348,"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."}}