{"id":"W1967514035","doi":"10.1002/cjce.20112","title":"Flow regime determination in horizontal hydrotransport using non‐intrusive acoustic probes","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Water Systems and Optimization","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Syncrude","keywords":"Flow (mathematics); Slurry; Acoustics; Materials science; Mechanics; Pipe flow; Geology; Physics; Composite material; Turbulence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001091544,0.0001104886,0.0001634619,0.0001696654,0.00004095457,0.00001788109,0.0001363992,0.00008247911,0.000007743624],"category_scores_gemma":[0.00002706631,0.00009391049,0.00005107969,0.0001616115,0.00002407788,0.0001443259,0.000002880715,0.0002632932,8.60835e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003411795,"about_ca_system_score_gemma":0.0001086361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007194672,"about_ca_topic_score_gemma":0.001774802,"domain_scores_codex":[0.9993273,0.000004905538,0.0002875751,0.00005398749,0.0001096215,0.0002166164],"domain_scores_gemma":[0.9996619,0.00001627658,0.00003937522,0.00007460861,0.0000504667,0.0001574267],"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":[0.000001856241,0.000001452688,0.0001816508,0.0000318631,0.000009783144,0.0001392349,0.0006585682,0.9624538,0.03639472,0.000002468161,0.00003475553,0.00008983367],"study_design_scores_gemma":[0.0002056033,0.00001106345,0.0002332049,0.0001549227,0.00001314929,0.0006162049,0.00000828689,0.9573993,0.0411807,0.000005414251,0.00005636886,0.0001157423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577902,0.0001564047,0.04154218,0.00002516457,0.0002925231,0.00009143941,0.000002415756,0.00001331645,0.00008636682],"genre_scores_gemma":[0.9981172,0.000003269155,0.001629719,0.000003688607,0.0002068411,0.000002132544,0.000001749979,0.00002718648,0.00000821192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04032701,"threshold_uncertainty_score":0.3829559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007716560470767804,"score_gpt":0.1653116735513904,"score_spread":0.1575951130806226,"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."}}