{"id":"W4399828370","doi":"10.32920/26060797","title":"An Evaluation of Water Quality and Accessibility in Nepal: A Study of Three Areas: Kaski, Terai, and Kathmandu","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Brock University","funders":"","keywords":"Human settlement; Nepali; Geography; Water quality; Index (typography); Quality (philosophy); Natural resource; Population; Socioeconomics; Socioeconomic status; Water resource management; Business; Environmental science; Environmental health; Economics; Computer science","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":[0.000522094,0.0002192336,0.0003025436,0.001058044,0.001672042,0.00107497,0.0004111951,0.0004481835,0.001468686],"category_scores_gemma":[0.001502527,0.0002648513,0.0003012033,0.001324325,0.001083392,0.0008348384,0.001187372,0.0005781551,0.0002388537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001231367,"about_ca_system_score_gemma":0.0009402081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02943082,"about_ca_topic_score_gemma":0.07010632,"domain_scores_codex":[0.9996262,0.0001258299,0.00002962033,0.00004817207,0.00006831878,0.0001018758],"domain_scores_gemma":[0.9993388,0.0002217823,0.0001702924,0.00003116286,0.0001146495,0.0001234421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001974773,0.0007588997,0.8678508,0.0001600977,0.00006140779,0.002833122,0.1065731,0.0001673602,0.004120058,0.000520555,0.0002752196,0.0164819],"study_design_scores_gemma":[0.000008888673,0.000469582,0.8895013,0.00003151891,0.00001831913,0.0007517659,0.1072281,0.0002147003,0.0005025301,0.00008280348,0.001170269,0.00002023073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995023,0.00001890921,0.00002231095,0.00001584658,4.458405e-7,0.00001455893,0.00002285385,3.018884e-7,0.0004024488],"genre_scores_gemma":[0.9992693,0.00007960526,0.0001418654,0.00003140938,0.000001024202,0.00004958743,0.00004600087,9.312568e-7,0.0003802807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02943082,"threshold_uncertainty_score":0.05851901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127116677047319,"score_gpt":0.4194170477157733,"score_spread":0.3067053800110414,"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."}}