{"id":"W2147954309","doi":"10.3390/pathogens4020307","title":"Waterborne Pathogens: Detection Methods and Challenges","year":2015,"lang":"en","type":"review","venue":"Pathogens","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":559,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Foreign Affairs and International Trade Canada; Universidad Autónoma de Aguascalientes","keywords":"Waterborne diseases; Outbreak; Risk analysis (engineering); Water safety; Water quality; Environmental health; Environmental science; Environmental planning; Biology; Business; Ecology; Medicine","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":[0.003245212,0.001519387,0.002054691,0.00435321,0.0004875926,0.002285843,0.001801542,0.002462486,0.002283843],"category_scores_gemma":[0.003987904,0.0008507192,0.001195225,0.003355634,0.001335193,0.003349094,0.001178655,0.002748488,0.002099338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010094,"about_ca_system_score_gemma":0.001898597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103628,"about_ca_topic_score_gemma":0.002105148,"domain_scores_codex":[0.9970555,0.0005511057,0.0002896903,0.0005043647,0.001422091,0.0001771808],"domain_scores_gemma":[0.9962489,0.002000658,0.0004020555,0.0001347814,0.001124943,0.00008879413],"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":[0.00008662117,0.0001629388,0.0015694,0.04222292,0.0001341833,0.0002940746,0.0002641218,0.0008148699,0.0203159,0.006212973,0.01382571,0.9140963],"study_design_scores_gemma":[0.00001000896,0.000259901,0.003389006,0.007393321,0.0002169701,0.002499693,0.0005338682,0.0007712905,0.0172141,0.005518742,0.9620761,0.0001168637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005675595,0.9953284,0.001639932,0.0006585406,0.0002732446,0.00001960607,0.00005314799,0.0000174397,0.001442112],"genre_scores_gemma":[0.003254479,0.9927713,0.002444756,0.0003329525,0.0002506919,0.00003344475,0.00009975011,0.000006343475,0.0008062367],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00435321,"threshold_uncertainty_score":0.01716256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1798454380681561,"score_gpt":0.3858823781072847,"score_spread":0.2060369400391286,"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."}}