{"id":"W4401258308","doi":"10.1038/s41545-024-00355-0","title":"Examining geographic variation in the prevalence of household drainage types across India in 2019-2021","year":2024,"lang":"en","type":"article","venue":"npj Clean Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Drainage; Sanitation; Toilet; Drainage system (geomorphology); Septic tank; Geography; Medicine; Water resource management; Environmental science; Environmental engineering; Ecology","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":[0.0004127426,0.0001911355,0.000142125,0.001205843,0.0004542403,0.0006596451,0.0008929911,0.0003342327,0.002224117],"category_scores_gemma":[0.001555493,0.0002238326,0.000453814,0.001815446,0.0004824591,0.0004490793,0.0008323947,0.0004948635,0.0004678819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006849872,"about_ca_system_score_gemma":0.0005002674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07229588,"about_ca_topic_score_gemma":0.08442923,"domain_scores_codex":[0.9994424,0.0001184843,0.00006641011,0.0001306143,0.00009998759,0.0001421987],"domain_scores_gemma":[0.9984959,0.0002292539,0.0006992719,0.00009158815,0.0003052994,0.0001786054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002586304,0.00001734527,0.9967249,0.00004121886,0.00003811143,0.00007762403,0.0006022691,0.00009525155,0.000171701,0.00008850641,0.000505965,0.001611339],"study_design_scores_gemma":[6.109329e-7,0.00001708333,0.9978378,0.0000159289,0.00001032282,0.00009042635,0.001617839,0.00009024673,0.0000464189,0.0000149765,0.0002538429,0.000004425916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936098,0.0002577522,0.0001201548,0.0001839956,0.00001168783,0.00002223679,0.004175108,0.00001631384,0.001602928],"genre_scores_gemma":[0.9984918,0.0001275477,0.00009338617,0.00003709307,0.000003500671,0.00001791912,0.001008658,0.000002936933,0.0002171794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07229588,"threshold_uncertainty_score":0.1437501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164738301367294,"score_gpt":0.2671893816806247,"score_spread":0.2455419986669518,"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."}}