{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00142409,0.0007559309,0.0004242452,0.001256116,0.0004971228,0.0006190939,0.001128069,0.001095465,0.004489612],"category_scores_gemma":[0.001813267,0.0003721082,0.0002829174,0.0009815837,0.0006089348,0.001180121,0.000576088,0.00103943,0.001582282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313284,"about_ca_system_score_gemma":0.0008175327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003403303,"about_ca_topic_score_gemma":0.005240121,"domain_scores_codex":[0.9983991,0.0002317936,0.00003941563,0.000319016,0.0009058233,0.0001048457],"domain_scores_gemma":[0.9989249,0.0003267131,0.0001626419,0.0001483122,0.000388865,0.00004846551],"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":[0.0001583509,0.0000791283,0.0007442162,0.0002532441,0.00001261106,0.0000624632,0.00007690296,0.0007473424,0.9423212,0.002854455,0.002514101,0.05017606],"study_design_scores_gemma":[0.00003641601,0.0002708696,0.002761562,0.00003565085,0.00002069896,0.0002086292,0.00003681092,0.01222661,0.9531098,0.0003843705,0.03084867,0.00005986153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2530781,0.01113498,0.6674431,0.001575752,0.000869877,0.001571692,0.00315903,0.01250319,0.04866421],"genre_scores_gemma":[0.478916,0.003790102,0.4851078,0.0007992218,0.000147544,0.001118542,0.001302088,0.0003637245,0.02845499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004489612,"threshold_uncertainty_score":0.01501924,"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."}}