{"id":"W4234530376","doi":"10.2172/825666","title":"DENSE MEDIA CYCLONE OPTIMIZATION","year":2002,"lang":"en","type":"report","venue":"","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cyclone (programming language); Work (physics); Test (biology); Quarter (Canadian coin); Computer science; Engineering; Environmental science; Database; Operations research; Engineering management; Mechanical engineering; Geography; Field-programmable gate array; Operating system; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002773154,0.0005959689,0.0005320596,0.0004403888,0.000409496,0.0007426777,0.0003546817,0.0003122435,0.01186893],"category_scores_gemma":[0.0007347983,0.000220944,0.0002410852,0.0005036737,0.0002200545,0.0005792219,0.0005806482,0.0005125558,0.001090442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007027364,"about_ca_system_score_gemma":0.001274896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006680496,"about_ca_topic_score_gemma":0.01188988,"domain_scores_codex":[0.999893,0.00001938377,0.000002409938,0.00001843871,0.00004510954,0.00002175685],"domain_scores_gemma":[0.9998319,0.00004713273,0.00001347167,0.00002575309,0.00005891463,0.00002284811],"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":[0.0002587333,0.0001588728,0.002747884,0.000333124,0.00005932891,0.00007116293,0.00003545983,0.8121515,0.006353189,0.03291047,0.02891812,0.1160021],"study_design_scores_gemma":[0.0001191905,0.0001315246,0.002120457,0.00003388114,0.00002730892,0.00003409425,0.00006528886,0.9490238,0.007829704,0.01274346,0.02785132,0.00001988526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2903858,0.002430557,0.2772107,0.00163899,0.0004445808,0.0005215089,0.00492977,0.001866065,0.420572],"genre_scores_gemma":[0.8393948,0.001094909,0.1060386,0.0002544416,0.00008675626,0.0003638057,0.003338676,0.0006311529,0.04879684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01186893,"threshold_uncertainty_score":0.03970551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688925414640578,"score_gpt":0.2221798807834299,"score_spread":0.2052906266370241,"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."}}