{"id":"W7106305958","doi":"10.2166/washdev.2025.112","title":"A coupled CFD-evaporation model to estimate drying rates across laminate-lined sanitation systems","year":2025,"lang":"en","type":"article","venue":"Journal of Water Sanitation and Hygiene for Development","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Computational fluid dynamics; Evapotranspiration; Range (aeronautics); Sanitation; Field (mathematics)","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":[0.0005309307,0.0001318021,0.0001794912,0.00008327117,0.0002650074,0.0001527746,0.00009264906,0.00004527209,0.000007276481],"category_scores_gemma":[0.00003517025,0.00008834337,0.00003407284,0.0001077766,0.00002460209,0.0003495667,0.00005957441,0.00004507365,0.00001516164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002003381,"about_ca_system_score_gemma":0.00003022434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007627278,"about_ca_topic_score_gemma":0.00004789814,"domain_scores_codex":[0.9989164,0.00002343453,0.0004770498,0.0001505306,0.0002290733,0.0002034433],"domain_scores_gemma":[0.9995745,0.00003327285,0.0001491255,0.00006276198,0.0001061757,0.00007414834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009896378,0.0003715367,0.01642383,0.0003307919,0.0002691509,0.00001648018,0.0670231,0.3748898,0.5237084,0.0004468632,0.001476365,0.01405403],"study_design_scores_gemma":[0.007961864,0.0008905991,0.03866907,0.0007082564,0.0002276183,0.00003952158,0.006018654,0.2774377,0.6564344,0.002919179,0.007813283,0.0008798731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633265,0.00004191307,0.03529392,0.0006518532,0.0002493709,0.0003686715,0.000003190527,0.00001166645,0.00005297364],"genre_scores_gemma":[0.9709237,0.000008152061,0.0270349,0.00007421715,0.00001754571,0.00004378378,0.00002734319,0.000009712916,0.001860613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.132726,"threshold_uncertainty_score":0.3602538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281376485407698,"score_gpt":0.3159084871874563,"score_spread":0.2930947223333794,"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."}}