{"id":"W2667077988","doi":"10.1016/j.jth.2017.05.294","title":"Quality of Life Impacts Related to the Time to Access Drinking Water in Malawi","year":2017,"lang":"en","type":"article","venue":"Journal of Transport & Health","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Université Laval","funders":"","keywords":"Population; Fetch; Water quality; Proxy (statistics); Environmental health; Business; Millennium Development Goals; Geography; Socioeconomics; Water resource management; Environmental science; Developing country; Economic growth; Economics; Mathematics; Statistics; Medicine","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":[0.0005603264,0.0002081461,0.0002678265,0.0004955395,0.0006030325,0.0009464587,0.0003759805,0.0003339973,0.001470901],"category_scores_gemma":[0.002063094,0.000216902,0.0007138199,0.0009441376,0.0005591636,0.0006050861,0.001177941,0.001121458,0.000103579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002895553,"about_ca_system_score_gemma":0.001131152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1226407,"about_ca_topic_score_gemma":0.1647706,"domain_scores_codex":[0.9993477,0.0001633352,0.00005368276,0.00003681138,0.00007434528,0.0003240533],"domain_scores_gemma":[0.9986885,0.0001441162,0.0006786542,0.00002190589,0.0001253803,0.000341447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001255618,0.000109027,0.9947373,0.00003668368,0.000127435,0.0001307358,0.0009623612,0.000118346,0.0001192511,0.00009511402,0.0002139447,0.003224204],"study_design_scores_gemma":[0.000002874498,0.00007127534,0.9984882,0.00001891204,0.00002826358,0.00003381462,0.0009593866,0.0001048424,0.00002287872,0.00002031378,0.000244996,0.000004267585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986696,0.0003747584,0.00001921888,0.0002775064,0.000006209267,0.000006011563,0.0002794967,9.911566e-7,0.0003662554],"genre_scores_gemma":[0.9995089,0.0001478757,0.00001724076,0.00003129022,0.000002751577,0.000004957891,0.00009565434,4.680739e-7,0.0001910471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1226407,"threshold_uncertainty_score":0.2438537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05067934241181466,"score_gpt":0.3833610952353226,"score_spread":0.332681752823508,"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."}}