{"id":"W2082188316","doi":"10.1002/cjce.5450830108","title":"Flow Uniformity in a Model Digester Measured with 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":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"U.S. Department of Energy","keywords":"Physics; Flow resistance; Humanities; Flow (mathematics); Mechanics; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001669605,0.0001718614,0.0002501589,0.0003160011,0.00004729045,0.00002186441,0.0002881324,0.00009416221,0.000003226319],"category_scores_gemma":[0.00004363612,0.0001166888,0.0001118701,0.001015072,0.00007185712,0.0001215699,0.000003928736,0.0007109212,7.376673e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870892,"about_ca_system_score_gemma":0.0001750758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007077582,"about_ca_topic_score_gemma":0.0007345174,"domain_scores_codex":[0.9988627,0.000008434438,0.0003295909,0.00008728217,0.0002417912,0.0004701703],"domain_scores_gemma":[0.9993412,0.00004420756,0.0000364508,0.0001340035,0.00007387284,0.0003702889],"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":[0.00009797152,0.00002518305,0.01140168,0.00007132971,0.0001248548,0.0004477726,0.0005441268,0.9581888,0.02731294,0.0002958922,0.0008791533,0.0006102864],"study_design_scores_gemma":[0.001370566,0.0001037888,0.005859233,0.0002593046,0.00005927849,0.0009281086,0.000005236587,0.9224621,0.06684353,0.0004828144,0.0008281146,0.0007979061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945393,0.001717879,0.002948966,0.0001945804,0.00005060369,0.00008180417,0.000004162784,0.00004394686,0.0004187599],"genre_scores_gemma":[0.9978149,0.00001495048,0.002012253,0.00004117087,0.00007327801,0.000003955523,6.684367e-7,0.0000266789,0.00001215636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03953059,"threshold_uncertainty_score":0.475843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006968341444693309,"score_gpt":0.1521853823642953,"score_spread":0.145217040919602,"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."}}