{"id":"W2906532521","doi":"","title":"Effectiveness and sustainability of community-led total sanitation in Yobe State, Nigeria","year":2018,"lang":"en","type":"article","venue":"Loughborough University Institutional Repository (Loughborough University)","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; Government of Canada; Action Contre La Faim; UNICEF","keywords":"Sanitation; Open defecation; Sustainability; Latrine; Business; Environmental planning; Economic growth; Political science; Geography; Engineering; Economics; Environmental engineering","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004895933,0.0003696806,0.0005227467,0.0007101796,0.001568318,0.00006059671,0.0005291553,0.0002618573,0.00001562838],"category_scores_gemma":[0.0001835125,0.0004721364,0.0001646799,0.001568516,0.001889008,0.001748307,0.0003838598,0.0006099011,0.000007783252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171033,"about_ca_system_score_gemma":0.0003162105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00348377,"about_ca_topic_score_gemma":0.0006994086,"domain_scores_codex":[0.996681,0.001506565,0.0003940509,0.0005323805,0.0004107998,0.0004752558],"domain_scores_gemma":[0.9975461,0.000529995,0.0002713748,0.0005167768,0.0009436561,0.0001920956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04592589,0.007821084,0.7900611,0.004762221,0.0008109477,0.00296646,0.05729516,0.00626564,0.02676296,0.05126354,0.0009429292,0.005122133],"study_design_scores_gemma":[0.01090178,0.001321421,0.9216134,0.0005197505,0.0001444667,0.0002277293,0.01302021,0.0002753513,0.02363446,0.003691367,0.02359719,0.001052874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877436,0.00004864363,0.002102497,0.000354127,0.0007761892,0.0006972948,0.000112211,0.0001459612,0.008019486],"genre_scores_gemma":[0.9989501,0.00001624712,0.0002627361,0.00005479965,0.0001032908,7.328691e-7,0.00007226661,0.00002004181,0.0005198267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315524,"threshold_uncertainty_score":0.999773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007398155887419053,"score_gpt":0.2274846604767599,"score_spread":0.2200865045893408,"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."}}