{"id":"W4293030596","doi":"10.3390/ijerph191710466","title":"Quantitative Assessment of First Nations Drinking Water Distribution Systems for Detection and Prevalence of Thermophilic Campylobacter Species","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Manitoba; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Canadian Institutes of Health Research","keywords":"Campylobacter; Thermophile; Environmental health; Distribution (mathematics); Geography; Environmental science; Biology; Medicine; Mathematics; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004030038,0.0005000467,0.0002179888,0.002163547,0.000724873,0.0008644921,0.0003993924,0.0003398138,0.0008558126],"category_scores_gemma":[0.0008909421,0.0002338879,0.0002282402,0.002397294,0.0004918801,0.0002544765,0.0004465498,0.0002091735,0.0002061367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002390794,"about_ca_system_score_gemma":0.001427712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2935756,"about_ca_topic_score_gemma":0.4939995,"domain_scores_codex":[0.999423,0.0000571831,0.0000379971,0.0001319774,0.0002504439,0.00009945092],"domain_scores_gemma":[0.9988996,0.00008117726,0.0002792749,0.00003382424,0.0005820847,0.0001240708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006370123,0.00003431505,0.9694058,0.00006711669,0.00003637699,0.00008082796,0.001052521,0.0001247045,0.02357298,0.00003729772,0.000153465,0.005370872],"study_design_scores_gemma":[0.000001023906,0.00004320305,0.9953049,0.00001226855,0.00001092753,0.0000741105,0.001205379,0.0001969478,0.002498349,0.000007247825,0.0006407331,0.000004930423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966239,0.0002339379,0.0003978701,0.00001969477,0.000003796108,0.00004785092,0.001387701,0.00001279292,0.001272574],"genre_scores_gemma":[0.9954365,0.000271021,0.001276525,0.00002698031,0.000002428455,0.00005648075,0.00158408,0.000004289731,0.001341717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7064244,"threshold_uncertainty_score":0.5837336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09718755783348722,"score_gpt":0.3622312066984191,"score_spread":0.2650436488649319,"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."}}