{"id":"W4396678117","doi":"10.1063/5.0205854","title":"Interactions of shock waves with polydisperse particle clouds: Effects on mitigation and topological heterogeneity","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Agence Nationale de la Recherche; Labex EMC3","keywords":"Physics; Shock wave; Mach number; Attenuation; Mechanics; Shock (circulatory); Dispersion (optics); Particle (ecology); Moving shock; Supersonic speed; Dispersity; Computational physics; Optics; Materials science","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":[0.00004763926,0.00009593527,0.00013515,0.0000210174,0.0000181606,0.00001375643,0.00005087131,0.00002622909,0.000004668491],"category_scores_gemma":[0.00001412711,0.0000812176,0.00004069702,0.0001302766,0.00008593771,0.0001183201,0.00001937716,0.00009370175,0.000006329229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002741243,"about_ca_system_score_gemma":0.000006003238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005386454,"about_ca_topic_score_gemma":0.000004728752,"domain_scores_codex":[0.9995055,0.00001954375,0.0001344226,0.0001206191,0.0001025903,0.0001173514],"domain_scores_gemma":[0.9996228,0.0001529676,0.0000102399,0.0001505707,0.000020685,0.00004277041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003174416,0.00007531861,0.002900623,0.0003039364,0.000128464,0.000005426416,0.0006275824,0.009010284,0.9401816,0.03838194,0.00003621965,0.008316894],"study_design_scores_gemma":[0.0001258438,0.0001464884,0.00318909,0.000100783,0.00003005455,0.000002635594,0.00002596297,0.4526642,0.5421398,0.001484805,0.00001424938,0.00007609941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953796,0.000248752,0.003646111,0.00004295143,0.0001599889,0.00009009635,0.00001541221,0.00009551281,0.0003215894],"genre_scores_gemma":[0.9992642,0.00002572826,0.0006018744,0.000009619409,0.00006195701,0.00001155186,0.000003364876,0.00001612393,0.000005563528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4436539,"threshold_uncertainty_score":0.3311957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136464217010658,"score_gpt":0.2565142981133517,"score_spread":0.2451496559432452,"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."}}