{"id":"W2275503433","doi":"10.14796/jwmm.r246-09","title":"Influence of Air Pocket Volume on Manhole Surge","year":2013,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surge; Volume (thermodynamics); Stormwater; Crown (dentistry); Mechanics; Stormwater management; Storm surge; Geology; Environmental science; Geotechnical engineering; Meteorology; Marine engineering; Hydrology (agriculture); Engineering; Materials science; Geomorphology; Geography; Physics; Composite material; Storm; Surface runoff; Thermodynamics; Biology","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":[0.0003890334,0.0002973727,0.000379727,0.0002988427,0.0001814575,0.0005527394,0.0002698548,0.0002864272,0.001385343],"category_scores_gemma":[0.002600605,0.0001991081,0.000178211,0.0001479157,0.000431578,0.0005195494,0.0004910575,0.0003137848,0.000152162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700161,"about_ca_system_score_gemma":0.0002316153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008038614,"about_ca_topic_score_gemma":0.0008432013,"domain_scores_codex":[0.999705,0.00004590297,0.00001964108,0.00006057708,0.00006649188,0.000102264],"domain_scores_gemma":[0.9974357,0.001858304,0.0001993556,0.0001770528,0.0001618246,0.0001676314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002367116,0.0002932232,0.02612782,0.0004014546,0.00005236911,0.001195114,0.0002907681,0.09661908,0.8390386,0.0004267019,0.0003480289,0.03283973],"study_design_scores_gemma":[0.0001701217,0.006441159,0.1876463,0.00006629978,0.0001675211,0.0009779087,0.0007906013,0.1671333,0.6334436,0.0005811072,0.002443375,0.0001387865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965239,0.0001368844,0.002314701,0.00001754142,0.0000145668,0.00001065072,0.00007961181,0.0001416319,0.0007604393],"genre_scores_gemma":[0.9995512,0.0000371581,0.0002608277,0.000003746413,0.000001570675,0.000003045191,0.00002668764,0.000008479273,0.0001072868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001385343,"threshold_uncertainty_score":0.00463438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005709379779510774,"score_gpt":0.182418795507981,"score_spread":0.1767094157284702,"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."}}