{"id":"W4211076294","doi":"10.1155/2022/3895859","title":"Drinking Water Quality and Public Health in the Kathmandu Valley, Nepal: Coliform Bacteria, Chemical Contaminants, and Health Status of Consumers","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental and Public Health","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Tribhuvan University","keywords":"Water quality; Arsenic; Cadmium; Water supply; Environmental science; Environmental chemistry; Manganese; Mercury (programming language); Fecal coliform; Arsenic contamination of groundwater; Environmental health; Chemistry; Environmental engineering; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004031404,0.0001662999,0.0005773656,0.0001979294,0.0004508754,0.0001108896,0.000155212,0.00004211997,0.00009966907],"category_scores_gemma":[0.00001790472,0.0001153924,0.00005626032,0.00009065834,0.000225583,0.0003443538,0.0001739007,0.0005195747,2.889705e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005751795,"about_ca_system_score_gemma":0.0001670115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193983,"about_ca_topic_score_gemma":0.0002152722,"domain_scores_codex":[0.9966093,0.0008898269,0.001096189,0.0002246606,0.0004288316,0.0007511525],"domain_scores_gemma":[0.9984676,0.0001077763,0.0006527432,0.0001288121,0.00001058305,0.0006324764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000462956,0.001968378,0.84059,0.000575647,0.00006901798,0.00000921165,0.03116975,4.181919e-7,0.001109347,0.000249428,0.001749429,0.1220464],"study_design_scores_gemma":[0.004346791,0.001327382,0.8862562,0.00005581549,0.000005253892,0.0004541195,0.0109703,0.00001648072,0.00006219121,0.0002055556,0.0961381,0.0001617907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8651938,0.002815953,0.000008389943,0.1313457,0.000166499,0.0003415897,0.0001076079,0.000004668741,0.00001582627],"genre_scores_gemma":[0.9823109,0.004422935,0.0001178113,0.01299763,0.00005743879,0.000006088172,0.00006897577,0.00001438123,0.000003880005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1218846,"threshold_uncertainty_score":0.4705566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05536048336826657,"score_gpt":0.3126439493514594,"score_spread":0.2572834659831928,"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."}}