{"id":"W7133039059","doi":"","title":"A computational analysis of high speed particle-laden flows","year":2002,"lang":"","type":"dissertation","venue":"TSpace","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Shroud; Nozzle; Supersonic speed; Coating; Flow (mathematics); Particle (ecology); Jet (fluid); Ceramic; Shock (circulatory)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004007566,0.0004747203,0.0006121956,0.000533586,0.0009973086,0.001539854,0.000612936,0.001553662,0.001872307],"category_scores_gemma":[0.001815789,0.0003635157,0.0006823647,0.0003981288,0.001157595,0.0008974305,0.0007639701,0.0008355404,0.0002232554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007911236,"about_ca_system_score_gemma":0.001422982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007878966,"about_ca_topic_score_gemma":0.003086878,"domain_scores_codex":[0.9998214,0.00004103183,0.000008640688,0.00002698121,0.00006690407,0.0000351692],"domain_scores_gemma":[0.9995338,0.0002941746,0.00004122934,0.0000275669,0.00007077319,0.00003248137],"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":[0.00003443338,0.00003551882,0.000508862,0.00003276813,0.000009364029,0.00006722519,0.00003396202,0.9830661,0.001523057,0.01100582,0.0002673978,0.003415429],"study_design_scores_gemma":[0.000003592341,0.000005986855,0.0001064285,0.000002059001,9.976284e-7,0.000004544047,0.000006654527,0.9986396,0.0001476105,0.0007846949,0.0002957847,0.000001949545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5431687,0.001301835,0.3957334,0.001733926,0.0003688829,0.0002896514,0.000627674,0.0004700708,0.0563059],"genre_scores_gemma":[0.9295434,0.0005923889,0.05675439,0.0001087771,0.0001180325,0.0002544398,0.0003045188,0.00009653505,0.01222742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007878966,"threshold_uncertainty_score":0.01566619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836325542983718,"score_gpt":0.2960417020188905,"score_spread":0.2776784465890533,"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."}}