{"id":"W4409647961","doi":"10.2166/washdev.2025.299","title":"Improved but insufficient rural water infrastructure: qualitative insights from six villages in Zambia","year":2025,"lang":"en","type":"article","venue":"Journal of Water Sanitation and Hygiene for Development","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geography; Environmental planning; Business; Water infrastructure; Water resource management; Socioeconomics; Environmental science; Water supply; Sociology; Environmental engineering","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":[0.003897169,0.0005976976,0.0006820091,0.001306267,0.009795395,0.002290038,0.001050959,0.0009063546,0.003134381],"category_scores_gemma":[0.005437975,0.0007907464,0.0002107655,0.00118711,0.005644724,0.002335672,0.004459554,0.001632043,0.0001584249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005175123,"about_ca_system_score_gemma":0.003434371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04354624,"about_ca_topic_score_gemma":0.09595951,"domain_scores_codex":[0.9977618,0.001397686,0.00005536385,0.0001135633,0.0001140197,0.0005575543],"domain_scores_gemma":[0.9974248,0.001785835,0.000279059,0.00006838072,0.0001933643,0.0002486199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001972376,0.000013659,0.002979983,0.0001060641,0.00000242973,0.0008474645,0.9920696,0.00003078345,0.000912404,0.0005413239,0.0001435674,0.002333045],"study_design_scores_gemma":[0.000001292681,0.00001801248,0.002295255,0.00007304022,0.000003115582,0.00008114323,0.9957345,0.0000337718,0.00008465246,0.00006231859,0.00160967,0.000003320647],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973391,0.0002748035,0.0003438252,0.0006454302,0.000006715958,0.00004227548,0.00002628198,0.000003748053,0.001317965],"genre_scores_gemma":[0.9982356,0.0003926082,0.0003211648,0.000119388,0.000002698867,0.0000562345,0.00001522803,0.000004932459,0.0008520887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04354624,"threshold_uncertainty_score":0.08658552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194363332184988,"score_gpt":0.2857128702257045,"score_spread":0.2737692369038546,"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."}}