{"id":"W1973329325","doi":"10.1002/cjce.5450830106","title":"Measurement of Solids Distribution in Suspension Flows using Electrical Resistance Tomography","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Electrical and Bioimpedance Tomography","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Buoyancy; Physics; Suspension (topology); Reynolds number; Thermodynamics; Mechanics; Turbulence; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000309894,0.000130295,0.0002516781,0.0002392701,0.00003864214,0.000009009479,0.0001994437,0.00008678056,0.000003668814],"category_scores_gemma":[0.000111464,0.0001033416,0.0001423429,0.0009708714,0.00004952767,0.0000693703,0.00000492829,0.0004392309,2.817197e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003712451,"about_ca_system_score_gemma":0.0001395686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227605,"about_ca_topic_score_gemma":0.0003423637,"domain_scores_codex":[0.9987829,0.00001378732,0.000469027,0.00007005963,0.0003097067,0.0003545652],"domain_scores_gemma":[0.9994437,0.00003018137,0.00006007904,0.0001036241,0.0001366351,0.0002257874],"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":[0.00003642506,0.00002105528,0.003782245,0.00008660716,0.00006732667,0.0001169088,0.0001276554,0.07506314,0.9196379,0.000208033,0.0003834017,0.0004693518],"study_design_scores_gemma":[0.0008533719,0.000079497,0.006738157,0.0005153445,0.00006528278,0.000368168,0.000006152006,0.1590575,0.8307115,0.000211499,0.000906713,0.0004868666],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941896,0.003565347,0.001975863,0.00005169149,0.0001084925,0.00005901506,0.000003864412,0.00001497925,0.00003114522],"genre_scores_gemma":[0.9994196,0.00002263755,0.0004422049,0.000006746976,0.00009113941,9.931775e-7,0.000001032621,0.00001499865,6.201077e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08892636,"threshold_uncertainty_score":0.4214149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159019714316092,"score_gpt":0.1767710851370054,"score_spread":0.1651808879938444,"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."}}