{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007178437,0.0002256137,0.0002646569,0.0006581186,0.0008011734,0.001302966,0.0005976745,0.0004759414,0.002197398],"category_scores_gemma":[0.002795081,0.0003670402,0.0003197906,0.001055104,0.001142993,0.001042812,0.001549973,0.0005214819,0.0002245647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009320168,"about_ca_system_score_gemma":0.001246637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03181771,"about_ca_topic_score_gemma":0.05310305,"domain_scores_codex":[0.9988647,0.0004561316,0.00008082257,0.0001555317,0.0002024211,0.0002403787],"domain_scores_gemma":[0.9980024,0.0007438701,0.0007068959,0.0001046055,0.0002572425,0.0001849912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009627153,0.0001092152,0.9753642,0.0001224623,0.00004968463,0.0009159726,0.0126934,0.00005424304,0.001015936,0.000136438,0.0002118381,0.009230371],"study_design_scores_gemma":[0.000001424015,0.0001312028,0.9873268,0.000066003,0.00002197226,0.000386341,0.01109139,0.0001270592,0.0001980448,0.0000382875,0.0006013313,0.00001014438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998868,0.0001357402,0.00003087827,0.00007409129,0.000002154454,0.000008583062,0.00009032801,0.000001891083,0.0007883641],"genre_scores_gemma":[0.9994172,0.000161588,0.00007445589,0.00003278473,0.000002868066,0.00001500846,0.00004821705,0.000001846602,0.0002460783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03181771,"threshold_uncertainty_score":0.06326503,"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."}}