{"id":"W2578677649","doi":"10.14796/jwmm.c415","title":"Sewer Ventilation Modeling","year":2017,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ventilation (architecture); Environmental science; Computer science; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004243031,0.00009056267,0.0001258586,0.00004403062,0.0004324328,0.0001275093,0.0003250495,0.00002104665,0.0001454324],"category_scores_gemma":[0.000005258616,0.00005976322,0.00009249014,0.00001369343,0.00002216957,0.0006596806,0.0003718743,0.00009138616,0.00009201553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269988,"about_ca_system_score_gemma":9.610308e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001592445,"about_ca_topic_score_gemma":0.00000292711,"domain_scores_codex":[0.9990673,0.000009384215,0.0002940975,0.0001154685,0.0003223959,0.0001913496],"domain_scores_gemma":[0.999607,0.000001391426,0.0001242844,0.0002066681,0.00001773974,0.00004295356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002193002,0.00002846109,0.001415303,0.00001082561,0.00004622193,0.00002902449,0.0003859141,0.9903754,0.00088097,0.00002239882,0.0002769752,0.006506574],"study_design_scores_gemma":[0.00036936,0.00002288547,0.0004982806,0.00006034428,0.0000582809,0.000005235191,0.0001696219,0.9934826,0.0004729909,0.00324258,0.001503775,0.0001140185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8545734,0.00002559291,0.1320912,0.0006489551,0.0003563722,0.0000599242,1.97074e-7,0.000007874049,0.01223654],"genre_scores_gemma":[0.9948327,0.00005843744,0.004060837,0.00006467576,0.0001604197,0.000001068418,4.265565e-7,0.00000917031,0.0008122624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402593,"threshold_uncertainty_score":0.3325967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626447926964832,"score_gpt":0.2418011943916425,"score_spread":0.2155367151219942,"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."}}