{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002367648,0.0006060549,0.000840345,0.0005508313,0.0005893976,0.001409813,0.002091652,0.001775382,0.005706348],"category_scores_gemma":[0.0007228553,0.0004085838,0.001007491,0.0006430329,0.000308875,0.001148184,0.0006189213,0.000709304,0.001481734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077166,"about_ca_system_score_gemma":0.001238065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166985,"about_ca_topic_score_gemma":0.01013709,"domain_scores_codex":[0.9997366,0.00004056935,0.00001671188,0.00007396205,0.00008511389,0.00004701695],"domain_scores_gemma":[0.9997908,0.00006172515,0.00002737442,0.00002134491,0.00008534487,0.00001330637],"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":[0.00001935073,0.00004501764,0.001197626,0.00006498522,0.00001796613,0.0001062631,0.00006648875,0.9765809,0.003635157,0.008864558,0.001217839,0.008183925],"study_design_scores_gemma":[0.00000677626,0.00001205765,0.0004269911,0.000006524806,0.000006293675,0.00002825257,0.00001253809,0.9942926,0.0006386812,0.001642249,0.002920144,0.000006997332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2087634,0.0008908288,0.717479,0.0006188603,0.0001818046,0.000463015,0.003728714,0.00227001,0.06560442],"genre_scores_gemma":[0.90992,0.000770033,0.03705851,0.00009017631,0.00003695549,0.0005557045,0.001414547,0.000280111,0.04987395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0166985,"threshold_uncertainty_score":0.03320265,"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."}}