{"id":"W3092144438","doi":"10.2166/wh.2020.069","title":"Trends in access to water and sanitation in Malawi: progress and inequalities (1992–2017)","year":2020,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sanitation; Improved sanitation; Open defecation; Population; Geography; Context (archaeology); Inequality; Water supply; Millennium Development Goals; Socioeconomics; Psychological intervention; Economic growth; Rural area; Environmental health; Business; Developing country; Political science; Economics; Medicine; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004342357,0.00009958234,0.0002861008,0.0003765137,0.00005931634,0.0001926524,0.0000682366,0.00003984569,0.00001120773],"category_scores_gemma":[0.000004826967,0.00006178173,0.00001830082,0.00009399083,0.00003119081,0.0005064693,0.00005636229,0.0001811367,5.536138e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000355652,"about_ca_system_score_gemma":0.000006555872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001605759,"about_ca_topic_score_gemma":0.000228988,"domain_scores_codex":[0.9989369,0.0001007949,0.0004642833,0.0001366915,0.000125416,0.0002359124],"domain_scores_gemma":[0.9996428,0.00001309274,0.0000663229,0.00003719513,0.00003122687,0.000209365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0018986,0.0001776997,0.8340402,0.00108862,0.00001531588,0.00006995074,0.1198361,0.00001294859,0.0007670971,0.00004040015,0.004127535,0.03792549],"study_design_scores_gemma":[0.004863721,0.001511467,0.9753132,0.0004903952,0.00001320822,0.0001479854,0.001252102,0.0001122291,0.008037619,0.001497632,0.006524335,0.0002361214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.831146,0.0004576317,0.00000719603,0.1681539,0.00009063067,0.0001074285,0.000004058342,0.000005170592,0.00002799186],"genre_scores_gemma":[0.9938247,0.0001460803,0.0001413562,0.005676724,0.0001771155,0.000002651911,0.00001255616,0.000009677744,0.000009132656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626787,"threshold_uncertainty_score":0.2519386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021611168576081,"score_gpt":0.3891146287612517,"score_spread":0.2869535119036437,"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."}}