{"id":"W6920446203","doi":"10.60692/cxtyr-k0d74","title":"Integrated Capacitance-Ultrasonic Sensor for Gas-Liquid-Solid Multiphase Measurements: A Proof of Concept","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Multiphase flow; Flow measurement; Flow (mathematics); Capacitance probe; Two-phase flow; Electrical capacitance tomography; Calibration; Ultrasonic sensor; Pigging","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":[0.0003436472,0.0002187459,0.0003941134,0.0002347087,0.00004062439,0.00005124999,0.0001398634,0.0001000484,0.00004521088],"category_scores_gemma":[0.00003250021,0.0001835704,0.0001600447,0.0002685876,0.00001901188,0.0005181933,0.000005466293,0.00007565472,0.0001066772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830556,"about_ca_system_score_gemma":0.00002684341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004224095,"about_ca_topic_score_gemma":6.097483e-7,"domain_scores_codex":[0.9984735,0.00002962012,0.0007514221,0.0001175446,0.0003592325,0.0002686687],"domain_scores_gemma":[0.9989492,0.000008342325,0.0002044319,0.0002937614,0.0004767606,0.00006750213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001798802,0.00005966502,0.09650677,0.01942148,0.004741494,0.00000324128,0.2940131,0.5236628,0.05195539,0.0001922681,0.002108375,0.005536614],"study_design_scores_gemma":[0.004977313,0.0002485135,0.0001940811,0.0009727415,0.000197388,0.000007487406,0.01941201,0.3574114,0.6153604,3.886396e-7,0.0006411258,0.0005771592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8384986,0.00001827047,0.1578241,0.00000690079,0.0004669109,0.001114544,0.0002665963,0.0002792986,0.001524776],"genre_scores_gemma":[0.998926,1.016539e-7,0.0007602712,0.00001780602,0.00003828588,0.0001056282,0.00006486975,0.00002012527,0.00006690046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.563405,"threshold_uncertainty_score":0.7485783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087024324615226,"score_gpt":0.2123039766750447,"score_spread":0.1714337334288925,"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."}}