{"id":"W7117540614","doi":"10.1371/journal.pone.0339272","title":"Business-as-usual and fantasy planning – an analysis of equity within climate adaptation planning for sanitation in Nairobi","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's & Women's Health Centre of British Columbia","funders":"Engineering and Physical Sciences Research Council; UK Research and Innovation","keywords":"Sanitation; Sewerage; Equity (law); Climate change; Open defecation; Improved sanitation; Participatory planning; Millennium Development Goals","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":[0.002514728,0.0001814906,0.0001866877,0.001226558,0.00595331,0.004862376,0.001032017,0.001106882,0.003940764],"category_scores_gemma":[0.004369328,0.0002666606,0.0001776152,0.00224903,0.006529734,0.003416594,0.003064088,0.001318969,0.0001218488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02338692,"about_ca_system_score_gemma":0.01224425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1612803,"about_ca_topic_score_gemma":0.2660986,"domain_scores_codex":[0.9984289,0.0007711085,0.00003299597,0.00009561433,0.0001937323,0.0004776483],"domain_scores_gemma":[0.9986589,0.0008482671,0.0001828319,0.00004636706,0.0001475457,0.0001161174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008205545,0.0001536943,0.06430512,0.000228071,0.00002882525,0.001576622,0.143244,0.005527003,0.0008189498,0.7207121,0.00135981,0.06196364],"study_design_scores_gemma":[0.00003407269,0.0001460231,0.2096857,0.001017017,0.00007660946,0.000455827,0.4921736,0.01831779,0.001370235,0.1461837,0.1304676,0.00007194192],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8482286,0.001513072,0.004889933,0.006867363,0.00001552501,0.000175619,0.0001047518,0.000008098851,0.1381969],"genre_scores_gemma":[0.9974497,0.0002209718,0.0005506766,0.00007790698,0.000001793496,0.00002774301,0.00001455341,0.000003130081,0.001653546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1612803,"threshold_uncertainty_score":0.3206831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08439863349199027,"score_gpt":0.3528250204918386,"score_spread":0.2684263869998483,"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."}}