{"id":"W4293063527","doi":"10.1177/23998083221120824","title":"Tools for a comprehensive assessment of public health risks associated with limited sanitation services provision","year":2022,"lang":"en","type":"article","venue":"Environment and Planning B Urban Analytics and City Science","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Bill and Melinda Gates Foundation","keywords":"Sanitation; Open defecation; Environmental health; Hygiene; Psychological intervention; Latrine; Environmental planning; Environmental hazard; Business; Water resource management; Environmental science; Medicine; Environmental engineering; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006185847,0.0000841323,0.0001511329,0.0001363668,0.0007313477,0.0001766577,0.0001028246,0.00001536269,0.00000697524],"category_scores_gemma":[0.00001988245,0.00007463386,0.00001758759,0.0002177097,0.0001698367,0.0002695084,0.00007685155,0.00009620179,4.318369e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031374,"about_ca_system_score_gemma":0.00002589564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003748189,"about_ca_topic_score_gemma":0.000003746929,"domain_scores_codex":[0.9989704,0.00006551104,0.000166887,0.0002499253,0.0003559054,0.0001913827],"domain_scores_gemma":[0.9994252,0.0001577653,0.0002072987,0.00008406244,0.00003202803,0.00009361035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007176269,0.0002438836,0.9911741,0.00008669247,0.00002674279,0.00000100074,0.003815132,0.001260322,0.000661078,0.0001427785,0.000183235,0.00233326],"study_design_scores_gemma":[0.0007955468,0.000791635,0.9183676,0.00004774185,0.00002048343,0.00000166266,0.001750009,0.07638403,0.00008271505,0.00007422534,0.001577162,0.0001071534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969,0.000183353,0.001043824,0.001385526,0.00004378804,0.0003253921,0.00007397807,0.00001524311,0.00002890684],"genre_scores_gemma":[0.9987796,0.00001898618,0.0006049823,0.0004302161,0.00001245333,0.00001076437,0.0001282649,0.00000476646,0.000009960382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07512371,"threshold_uncertainty_score":0.5625009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123307388469965,"score_gpt":0.3342040919623158,"score_spread":0.2108967034923508,"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."}}