{"id":"W4385396244","doi":"10.20944/preprints202307.1987.v1","title":"Urban Governance and Sanitation in the Peri-Urban Commune of Agoè-Nyvé 6 in Togo: Diagnosis of the Sanitation System in Adétikopé","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"African Studies and Ethnography","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"World Bank Group","keywords":"Sanitation; Peri; Corporate governance; Water resource management; Environmental planning; Geography; Environmental health; Business; Environmental engineering; Environmental science; Medicine","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":[0.0002941537,0.0001387241,0.0001372415,0.0009568116,0.001434717,0.001000684,0.0002337401,0.0003834987,0.001734801],"category_scores_gemma":[0.0004974944,0.0001784085,0.0001234369,0.001188444,0.00281004,0.0006943882,0.001922132,0.0004606546,0.00006713576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003195904,"about_ca_system_score_gemma":0.001599706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05600687,"about_ca_topic_score_gemma":0.2276489,"domain_scores_codex":[0.999796,0.00006750315,0.000007706216,0.00002031681,0.00001528512,0.00009322596],"domain_scores_gemma":[0.9997656,0.00009090197,0.00005452051,0.00001172282,0.00002263694,0.00005471542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002620151,0.000110672,0.4581075,0.0006977554,0.00004573348,0.004415832,0.4723673,0.0006400372,0.01017466,0.03192433,0.00121337,0.02004073],"study_design_scores_gemma":[0.000008317968,0.00004281603,0.7296142,0.0001445665,0.00001098162,0.0004882337,0.2572692,0.0001676875,0.0004101334,0.0005801802,0.01125075,0.00001297404],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959831,0.0002241874,0.00004534755,0.0001477999,0.000002707946,0.00001326621,0.00004162428,5.683871e-7,0.003541267],"genre_scores_gemma":[0.9988636,0.0001843857,0.00007270525,0.00001401116,9.285611e-7,0.00001140067,0.00003147439,5.697711e-7,0.0008208446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05600687,"threshold_uncertainty_score":0.1113617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.130998107178336,"score_gpt":0.3555417379078624,"score_spread":0.2245436307295264,"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."}}