{"id":"W4320490072","doi":"10.1371/journal.pwat.0000091","title":"Impact of usership on bacterial contamination of public latrine surfaces in Kathmandu, Nepal","year":2023,"lang":"en","type":"article","venue":"PLOS Water","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Greenfield Research (Canada); Aerosan","funders":"Grand Challenges Canada; Canada Research Chairs","keywords":"Latrine; Sanitation; Pit latrine; Toilet; Contamination; Environmental health; Public health; Clean water; Geography; Environmental science; Environmental protection; Toxicology; Socioeconomics; Environmental engineering; Medicine; Waste management; Ecology; Biology; Engineering","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":[0.0002087513,0.00009781413,0.0002122374,0.0003435462,0.00002158358,0.00003064951,0.0001046894,0.00006629172,0.0002195491],"category_scores_gemma":[0.00004187439,0.00006728797,0.0000804663,0.0002162681,0.00003128455,0.0002107434,0.00003337991,0.0000787953,0.00004339825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005577233,"about_ca_system_score_gemma":0.00000519328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001827158,"about_ca_topic_score_gemma":0.00007983725,"domain_scores_codex":[0.9990575,0.0001031186,0.0002730308,0.0001407807,0.0001796303,0.0002459156],"domain_scores_gemma":[0.9996432,0.00006491382,0.00005661045,0.0001312642,0.00006547889,0.00003850728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001380824,0.0007399116,0.6839455,0.0001925376,0.00006119956,0.000008451232,0.00244607,0.0001020291,0.309779,0.00003551959,0.0007282414,0.0005806803],"study_design_scores_gemma":[0.001897528,0.0003133303,0.575991,0.00006632439,0.000009122295,6.526014e-7,0.00002285178,0.0003775368,0.4209823,0.0001597418,0.00009887791,0.00008074619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981216,0.000003461786,4.777075e-7,0.001179432,0.000227917,0.000196079,0.00003790952,0.00004585296,0.0001872642],"genre_scores_gemma":[0.9995764,0.000003679321,0.000006714336,0.00001868576,0.0000960109,0.00000513442,0.0002166613,0.00001507071,0.00006160038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112033,"threshold_uncertainty_score":0.2743924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05709443504072678,"score_gpt":0.2980051003980829,"score_spread":0.2409106653573561,"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."}}