{"id":"W4320018264","doi":"10.4236/ojepi.2023.131003","title":"Assessing School-Based Water, Sanitation and Hygiene (WASH) Facilities in Peri-Urban Settings of Kinshasa, DR Congo","year":2023,"lang":"en","type":"article","venue":"Open Journal of Epidemiology","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université du Québec à Chicoutimi","keywords":"Sanitation; Latrine; Hygiene; Medicine; Environmental health; Pit latrine; Hand washing; Open defecation; Water supply; Socioeconomics; Environmental engineering; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004452623,0.000132541,0.0006857906,0.0004296952,0.0001010459,0.00009659629,0.0003095951,0.0001145936,0.0001236319],"category_scores_gemma":[0.002970093,0.0001015008,0.00008337758,0.0001943497,0.00016566,0.0007923629,0.00009794,0.000320165,0.000009818295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008785642,"about_ca_system_score_gemma":0.000040368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118872,"about_ca_topic_score_gemma":0.00002915392,"domain_scores_codex":[0.9972499,0.001017505,0.001108071,0.0001967784,0.0001044751,0.0003232623],"domain_scores_gemma":[0.99763,0.001443412,0.0004912874,0.000132631,0.0001857355,0.000116925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001444641,0.0002115962,0.9253546,0.0005711858,0.00007437763,0.00007361446,0.004146252,0.001068337,0.03770863,0.0003932648,0.02290655,0.006046982],"study_design_scores_gemma":[0.01288649,0.001774542,0.8522908,0.002453265,0.0001062501,0.0003282867,0.01026083,0.004584778,0.04611524,0.02999908,0.03853248,0.0006679556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773761,0.0003232551,0.0001268166,0.02111584,0.0004108286,0.0001755206,0.00001361509,0.00001107162,0.0004469551],"genre_scores_gemma":[0.996753,0.00004013708,0.001527981,0.001407859,0.0001101418,0.000004362371,0.00003836534,0.00001424387,0.0001039134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07306378,"threshold_uncertainty_score":0.4139082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000850302803632,"score_gpt":0.392825454868137,"score_spread":0.2927404245877738,"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."}}