{"id":"W1984483723","doi":"10.1002/cjce.20315","title":"Advanced measurement techniques for GLS reactors","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Opacity; Volume (thermodynamics); System of measurement; Nuclear engineering; Electrical capacitance tomography; Capacitance; Materials science; Process engineering; Computer science; Engineering; Mechanical engineering; Optics; Physics; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002344557,0.001068152,0.0009652218,0.002850454,0.0005464212,0.0014195,0.001565253,0.001235526,0.006312354],"category_scores_gemma":[0.002321019,0.0005936188,0.0006495799,0.002688375,0.0007942633,0.002365143,0.001641715,0.002380233,0.004000643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009078485,"about_ca_system_score_gemma":0.000622696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007822027,"about_ca_topic_score_gemma":0.0008126867,"domain_scores_codex":[0.9967302,0.0005508144,0.0001332871,0.0004143488,0.002039888,0.0001314094],"domain_scores_gemma":[0.9983881,0.0003683445,0.0002667755,0.0002202991,0.000703742,0.00005281998],"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":[0.0003263551,0.000111098,0.001996708,0.002465087,0.00008716112,0.000361319,0.0004520003,0.00512574,0.5967922,0.02476742,0.01252693,0.354988],"study_design_scores_gemma":[0.00007552691,0.0005856859,0.004087031,0.0004375945,0.0001106086,0.001613787,0.0002343624,0.04279704,0.5622231,0.01677129,0.3708483,0.0002156416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02723023,0.04315892,0.8963447,0.001912994,0.001221476,0.0003112067,0.001237177,0.006879119,0.02170414],"genre_scores_gemma":[0.2854891,0.02229574,0.6633718,0.001074102,0.001000558,0.0004248153,0.001464124,0.0004895395,0.02439015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006312354,"threshold_uncertainty_score":0.02111691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006426503605403637,"score_gpt":0.1761771479067726,"score_spread":0.169750644301369,"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."}}