{"id":"W4414954185","doi":"10.1115/pvp2025-154741","title":"Investigating the Dynamic Behavior of Loosely Supported Parallel Triangular Arrays Subjected to Two-Phase Flow","year":2025,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Transverse plane; Heat exchanger; Tube (container); Instability; Flow (mathematics); Nonlinear system; Dimensionless quantity; Mass flow rate; Confined space","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001223944,0.0001354255,0.0001690101,0.0001999942,0.00010455,0.00003759988,0.0001642469,0.0000487649,0.0002280003],"category_scores_gemma":[0.00009448427,0.0001102212,0.000083409,0.0006285525,0.00003308782,0.0001014732,0.00003082441,0.0001539259,0.0000195348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006868251,"about_ca_system_score_gemma":0.00004281607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009928476,"about_ca_topic_score_gemma":0.0003618775,"domain_scores_codex":[0.9991412,0.0000269908,0.0003891058,0.0001370529,0.000101172,0.0002044909],"domain_scores_gemma":[0.9993624,0.0001113945,0.00002802725,0.0003357576,0.0001006061,0.00006179712],"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":[0.000008730434,0.0001047649,0.0003717958,0.00002246209,0.0000845489,0.000001962574,0.0003055554,0.7661876,0.2231387,0.003092947,0.001263007,0.005417925],"study_design_scores_gemma":[0.0008714477,0.00003080731,0.002399388,0.00002933805,0.00006375516,0.00000187899,0.0001552682,0.9929211,0.002854927,0.0002052211,0.000351325,0.0001155684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.733187,0.00003766588,0.2622087,0.0002131668,0.0003091416,0.0004284573,0.00004253771,0.0002126515,0.003360706],"genre_scores_gemma":[0.9814258,0.000003955541,0.01726759,0.0001067612,0.00001299456,0.0000807996,0.00007363597,0.00002089196,0.001007536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2482388,"threshold_uncertainty_score":0.4494691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156839566195207,"score_gpt":0.2875640022778183,"score_spread":0.2759956066158663,"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."}}