{"id":"W7010122844","doi":"","title":"A feed apparatus for a particle separator, particle separator and method of particle separation","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Separator (oil production); Particle (ecology); Particle size; Population; Separation (statistics)","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":["insufficient_payload"],"category_scores_codex":[0.00009461317,0.00039569,0.0006046413,0.00005670402,0.00004258784,0.00007386167,0.0001686352,0.0003571216,0.006789961],"category_scores_gemma":[0.0000775727,0.0004083587,0.0001469316,0.0002628154,0.00001419552,0.0001226217,0.00006186469,0.0001504671,0.0008002605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004631423,"about_ca_system_score_gemma":0.00005756669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001702254,"about_ca_topic_score_gemma":0.00008866907,"domain_scores_codex":[0.9984375,0.00004602305,0.0004208547,0.000413819,0.0002005286,0.0004813192],"domain_scores_gemma":[0.9989542,0.0001374002,0.0001530821,0.0004937236,0.00007464558,0.0001869632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005088226,0.00006414249,0.00009761673,0.001284719,0.0002080255,0.000003562778,0.0002821592,0.002439306,0.007459025,0.0004339038,0.9862618,0.001414863],"study_design_scores_gemma":[0.0009888411,0.0001217888,0.0001057219,0.0004347145,0.0001009037,0.000005769758,0.00003020598,0.5016967,0.01539598,0.00002211586,0.4805727,0.0005245628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0354884,0.04557062,0.01095723,0.0001328689,0.001851701,0.01390801,0.7689345,0.004466285,0.1186904],"genre_scores_gemma":[0.495004,0.0003243111,0.01487679,0.0004390493,0.001844912,0.005950355,0.06150028,0.004155958,0.4159044],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7074342,"threshold_uncertainty_score":0.9999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824276012746906,"score_gpt":0.285243278346725,"score_spread":0.267000518219256,"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."}}