{"id":"W7002022908","doi":"","title":"Modeling of acoustic wave propagation in turbulent flow","year":2005,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Orthopaedic Innovation Centre","funders":"","keywords":"Turbulence; Turbulence modeling; Boundary layer; K-epsilon turbulence model; Drag; K-omega turbulence model; Mean flow; Reynolds number; Pipe flow","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":[0.00006969779,0.0001338835,0.0002544171,0.0002726809,0.00002675425,0.000006161393,0.0001007983,0.0001990961,0.000005012672],"category_scores_gemma":[0.000003887906,0.0001795792,0.0000605499,0.0001409524,0.000007867877,0.0001508069,0.000009980407,0.000132817,0.00000539697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489648,"about_ca_system_score_gemma":0.00002390869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005197736,"about_ca_topic_score_gemma":0.3901129,"domain_scores_codex":[0.9994146,0.00001663685,0.0001443012,0.0001335364,0.0001738805,0.0001170569],"domain_scores_gemma":[0.9996539,0.000005808531,0.00008168823,0.0001324394,0.0001012629,0.00002484133],"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":[0.00002212726,0.00001706644,0.0001126494,0.0006660228,0.00002482826,0.00000724323,0.001059963,0.997309,0.0003098283,0.0000146693,0.00017609,0.0002804732],"study_design_scores_gemma":[0.0002672306,0.00001790559,0.003246251,0.0003707584,0.00004646908,0.000001043401,0.006869326,0.9887075,0.0002675912,0.000006707808,0.00005033407,0.0001488598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357312,0.0002944699,0.0570114,0.00004341755,0.0004244971,0.0004672616,0.00001598155,0.00009611433,0.00591568],"genre_scores_gemma":[0.9967375,0.0001368649,0.002249944,7.11897e-7,0.00004003528,4.417637e-7,0.0002618189,0.00002393756,0.0005487836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3895931,"threshold_uncertainty_score":0.7323028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068171533164418,"score_gpt":0.1692502527125533,"score_spread":0.1585685373809091,"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."}}