{"id":"W4401953395","doi":"10.3390/inventions9050094","title":"CREC Optical-Fibre Sensors for Hydrodynamic Studies in Gas−Solid Fluidized Beds","year":2024,"lang":"en","type":"article","venue":"Inventions","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Petroleum engineering; Materials science; Fluidized bed; Environmental science; Process engineering; Waste management; Engineering","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":[0.0001386344,0.0001560304,0.0002264554,0.0002179023,0.00006074004,0.00005079867,0.00007899562,0.00008017317,0.0000207928],"category_scores_gemma":[0.00004840942,0.0001585659,0.0001723976,0.0003616347,0.00006121049,0.0001111249,0.00002795567,0.0001455716,0.0000734499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143941,"about_ca_system_score_gemma":0.00001743811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007900358,"about_ca_topic_score_gemma":0.0001142222,"domain_scores_codex":[0.9991221,0.00001207855,0.0003066155,0.0001952696,0.00008576716,0.0002781092],"domain_scores_gemma":[0.99961,0.0001196928,0.000008309924,0.0001717961,0.00003104813,0.00005913313],"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":[0.00008171693,0.0005131752,0.0009016523,0.005515355,0.002726225,0.0004430325,0.00749298,0.4533171,0.1773015,0.2531392,0.07827321,0.02029484],"study_design_scores_gemma":[0.0003204873,0.00003832163,0.0001111591,0.000247012,0.00006610712,0.0000150828,0.0002316684,0.9841644,0.0009263544,0.007570832,0.006070671,0.0002379131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984702,0.005188827,0.005909482,0.0002015072,0.001452108,0.0003518545,0.0000901986,0.0005453958,0.001558653],"genre_scores_gemma":[0.9957819,0.0008140818,0.002239921,0.00001635682,0.0001372246,0.000160595,0.0000483257,0.00005795138,0.0007436195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5308473,"threshold_uncertainty_score":0.6466132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396543552395109,"score_gpt":0.3295118971821825,"score_spread":0.2955464616582314,"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."}}