{"id":"W2162815230","doi":"10.14796/jwmm.r241-01","title":"Numeric Modeling of Water Mains Filling Considering Air Pressurization","year":2011,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cabin pressurization; Mains electricity; Environmental science; Mechanics; Materials science; Engineering; Composite material; Electrical engineering; Physics","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":[0.000429313,0.0001831273,0.0003072977,0.0003482923,0.00005851889,0.00004246121,0.0001835815,0.00006252035,0.00003194922],"category_scores_gemma":[0.000002140634,0.0001252712,0.0001117493,0.00006804379,0.000007049475,0.0007757557,0.00007346462,0.0001288237,0.000005146535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005551847,"about_ca_system_score_gemma":0.000003227828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002096831,"about_ca_topic_score_gemma":0.00000315874,"domain_scores_codex":[0.998364,0.00002802386,0.0009086098,0.0001279419,0.0002654144,0.0003060427],"domain_scores_gemma":[0.9995204,0.000003416393,0.00009401757,0.0001749914,0.0001468124,0.00006040552],"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":[0.00001777064,0.00001977169,0.00006438523,0.0003286591,0.0001822703,0.00001909345,0.003535388,0.9936153,0.002018879,0.00005280521,0.00002307658,0.0001226357],"study_design_scores_gemma":[0.0003681999,0.00002324544,0.000002597734,0.000244095,0.0001028414,0.00001480723,0.0003267512,0.9726371,0.02543143,0.0006071316,0.00007412759,0.0001676468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2373159,0.00009874462,0.7601774,0.00001522802,0.0004398741,0.0001222207,7.439492e-7,0.00004799177,0.001781963],"genre_scores_gemma":[0.976961,0.0001148315,0.02259955,0.00001316421,0.0001111659,0.000003854216,0.0000063247,0.00005052169,0.0001396114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7396451,"threshold_uncertainty_score":0.5108411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650099995198352,"score_gpt":0.1848230562226925,"score_spread":0.158322056270709,"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."}}