{"id":"W3171790326","doi":"10.1016/j.watres.2021.117301","title":"Microbial water quality improvement associated with transitioning from intermittent to continuous water supply in Nagpur, India","year":2021,"lang":"en","type":"article","venue":"Water Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"United States - India Educational Foundation; U.S. Environmental Protection Agency","keywords":"Cryptosporidium; Waterborne diseases; Water supply; Water quality; Fecal coliform; Hygiene; Veterinary medicine; Indicator bacteria; Norovirus; Giardia; Environmental engineering; Biology; Feces; Environmental science; Microbiology; Ecology; Medicine; Virology","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":[0.000232652,0.0001598308,0.0002601346,0.0002970242,0.0008887241,0.0009872575,0.000458041,0.0003540807,0.0009946821],"category_scores_gemma":[0.0008978893,0.0001383315,0.0003560657,0.0008601304,0.0005518476,0.0003449298,0.0006918524,0.0007989382,0.0000734005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405949,"about_ca_system_score_gemma":0.002249677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05177753,"about_ca_topic_score_gemma":0.1105844,"domain_scores_codex":[0.9996167,0.00008232963,0.0000348718,0.00005084182,0.00005697447,0.0001581273],"domain_scores_gemma":[0.9993185,0.0001154503,0.0002018239,0.00002422912,0.0001562293,0.0001839234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001433888,0.00159379,0.9284776,0.0005809208,0.0001377471,0.00562539,0.01349257,0.0003687005,0.01123269,0.0003874145,0.0009176705,0.03575163],"study_design_scores_gemma":[0.000009479218,0.001214537,0.9841955,0.00003667673,0.00005436056,0.000443269,0.01240023,0.0001324454,0.0007369029,0.00006509396,0.000696508,0.00001502981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992507,0.0001001348,0.00003122211,0.000139602,0.000008241805,0.00001027171,0.00004260839,0.000002696302,0.0004145586],"genre_scores_gemma":[0.9992873,0.0001270498,0.00009998095,0.00005732909,0.000005519711,0.000006163946,0.00003720495,0.00000110504,0.0003783146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05177753,"threshold_uncertainty_score":0.1029523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727733053626774,"score_gpt":0.3366233033556066,"score_spread":0.2993459728193388,"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."}}