{"id":"W4380987917","doi":"10.2166/aqua.2023.199","title":"Water, sanitation, and hygiene practices among rural households and related health impacts: a case study from some North Indian villages","year":2023,"lang":"en","type":"article","venue":"AQUA - Water Infrastructure Ecosystems and Society","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Kurukshetra University","keywords":"Open defecation; Sanitation; Hygiene; Latrine; Environmental health; Population; Garbage; Hand washing; Socioeconomics; Medicine; Toilet; Geography; Waste management","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":[0.0005360097,0.0003683393,0.000518407,0.0001130956,0.000938822,0.0006662061,0.0001071503,0.000216618,0.00001927123],"category_scores_gemma":[0.00002418358,0.0002387731,0.00008082486,0.0001975166,0.0001202911,0.001139713,0.0001668516,0.0003766595,0.000006196869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007884957,"about_ca_system_score_gemma":0.00001350638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01971144,"about_ca_topic_score_gemma":0.005286936,"domain_scores_codex":[0.9976836,0.0002953711,0.000629262,0.0005525798,0.0002540523,0.0005851326],"domain_scores_gemma":[0.9989244,0.0001084636,0.0003063742,0.0002698601,0.00006771591,0.0003232122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005492026,0.00006357115,0.7520369,0.0004457649,0.000273056,0.0003026154,0.2424281,0.00001902841,0.0008819418,0.000001801624,0.002857102,0.0006352548],"study_design_scores_gemma":[0.004848938,0.0005654998,0.9025767,0.0001915,0.000135181,0.001328525,0.08638306,0.0007508183,0.001181043,0.0007863259,0.000633829,0.0006185306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955701,0.0004676343,0.000001240346,0.001798495,0.0007228894,0.0009665843,0.0002146541,0.000254072,0.000004286116],"genre_scores_gemma":[0.9984292,0.0003032932,0.00003749455,0.0003806718,0.0003161958,0.00002576166,0.0004303416,0.00005808739,0.00001893975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.156045,"threshold_uncertainty_score":0.9868164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098334584276346,"score_gpt":0.2654574164469169,"score_spread":0.2544740706041534,"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."}}