{"id":"W2964852174","doi":"10.11159/htff19.147","title":"Estimation of Optical Uncertainties in a Particle Laden Flow","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Particle (ecology); Particle flow; Computer science; Mechanics; Statistical physics; Physics; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001569379,0.0001551289,0.0002957419,0.00006684569,0.00001048146,0.0000328766,0.0002277775,0.00007281523,0.00001605429],"category_scores_gemma":[0.0001008173,0.000133747,0.00005405663,0.0002137731,0.00003730812,0.0001177405,0.0001068159,0.000145348,0.000002418951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004450023,"about_ca_system_score_gemma":0.000004775461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002530218,"about_ca_topic_score_gemma":8.871129e-7,"domain_scores_codex":[0.9990789,0.000002275641,0.0003487006,0.0001628031,0.0001773022,0.000230077],"domain_scores_gemma":[0.9996917,0.00006139884,0.00004617752,0.0001193563,0.00002769444,0.00005370929],"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":[0.0000414578,0.00002286032,0.00007420401,0.0003242791,0.0000203324,2.526952e-7,0.00001330327,0.05103934,0.9365263,0.01161934,0.00002616362,0.0002921844],"study_design_scores_gemma":[0.0002151843,0.00001296825,0.00002814182,0.0001809842,0.000008957105,8.404491e-7,0.00001057744,0.4621927,0.5370596,0.0001991964,0.0000140541,0.00007674118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988178,0.000008088958,0.000003921965,0.00004802819,0.0006505824,0.0001985405,0.000006895967,0.00008309021,0.0001830729],"genre_scores_gemma":[0.997655,0.00001113397,0.002214157,0.000006772335,0.00002850147,0.00002430605,0.000001025203,0.00002844541,0.00003062354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4111534,"threshold_uncertainty_score":0.5454046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004838625813614451,"score_gpt":0.1947072054213155,"score_spread":0.189868579607701,"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."}}