{"id":"W3137759940","doi":"10.3390/w13060785","title":"Investigation of Air Pocket Behavior in Pipelines Using Rigid Column Model and Contributions of Time Integration Schemes","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissipation; Mechanics; Attenuation; Euler's formula; Runge–Kutta methods; Backward Euler method; Euler equations; Mathematics; Applied mathematics; Control theory (sociology); Physics; Numerical analysis; Mathematical analysis; Computer science; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252973,0.0004001922,0.0003454417,0.0003529277,0.0002458135,0.0003708056,0.0003509838,0.0005610494,0.0007079776],"category_scores_gemma":[0.001017771,0.0002198364,0.0003080977,0.0002550777,0.0004199915,0.0005960205,0.0003266696,0.000368134,0.00007761482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873988,"about_ca_system_score_gemma":0.0004264672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009228682,"about_ca_topic_score_gemma":0.004244119,"domain_scores_codex":[0.9999096,0.00002118774,0.000003700295,0.00001432107,0.00003152247,0.00001972126],"domain_scores_gemma":[0.9996214,0.000221746,0.00006526021,0.00002719713,0.00004600106,0.00001837606],"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":[0.0001272932,0.00006586938,0.004042149,0.00009894108,0.00001381248,0.0002655139,0.0001599205,0.939814,0.04116469,0.002492231,0.0001396315,0.01161593],"study_design_scores_gemma":[0.000001240944,0.0000189921,0.0002418267,0.000001164399,0.00000143511,0.000007136529,0.000008352037,0.9985454,0.001060796,0.00006890524,0.00004289757,0.000001936798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.779937,0.0003422617,0.2164636,0.0001232477,0.00001747262,0.00003093945,0.00005995298,0.0003453094,0.002680087],"genre_scores_gemma":[0.9928895,0.00009683041,0.006250869,0.000006257069,0.000002757221,0.000008113651,0.00002090824,0.00002005664,0.0007047556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009228682,"threshold_uncertainty_score":0.01834995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535946524832861,"score_gpt":0.2181093504110501,"score_spread":0.2027498851627215,"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."}}