{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001092098,0.0003099763,0.0003770871,0.0001658532,0.0000298294,0.00004473296,0.000124328,0.0004533977,0.001769338],"category_scores_gemma":[0.00005177977,0.0003060789,0.0001200948,0.0001783249,0.00001856734,0.00006152065,0.00002877882,0.0002997434,0.0001788943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718681,"about_ca_system_score_gemma":0.00005920377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006235924,"about_ca_topic_score_gemma":0.0001017106,"domain_scores_codex":[0.9986696,0.000007197899,0.0003717423,0.0002174141,0.0004752346,0.0002587608],"domain_scores_gemma":[0.9993174,0.00003531748,0.00004252713,0.0003537299,0.0001398234,0.0001111788],"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":[9.362308e-7,0.00001600107,0.00007659612,0.0001213224,0.00008210586,0.00004551976,0.0000504509,0.7121476,0.00001328882,0.00003664169,0.2829128,0.004496724],"study_design_scores_gemma":[0.0001107814,0.000006936164,0.00009343008,0.0000436764,0.00006651128,0.00006766452,0.000005627626,0.8470869,0.00001318769,0.00001101294,0.1520234,0.0004708093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0007270995,0.005868927,0.132146,0.00001583577,0.00511633,0.0002542576,0.0001045712,0.001433523,0.8543335],"genre_scores_gemma":[0.1332073,0.491365,0.1358186,0.0002604135,0.01412567,0.0002716764,0.008231228,0.002687507,0.2140327],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6403008,"threshold_uncertainty_score":0.9999391,"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."}}