{"id":"W4412799386","doi":"10.2524/jtappij.79.537","title":"UC-1: The “Construction-Free” New Generation Clamp-On Ultrasonic Flow Meter for Energy Management","year":2025,"lang":"en","type":"article","venue":"JAPAN TAPPI JOURNAL","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Clamp; Ultrasonic flow meter; Ultrasonic sensor; Metre; Flow (mathematics); Acoustics; Computer science; Process engineering; Engineering; Mechanical engineering; Physics; Mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001801536,0.001196993,0.001067995,0.002178104,0.0008040396,0.001325897,0.002372384,0.001793541,0.007825405],"category_scores_gemma":[0.002507033,0.0006725604,0.0005758206,0.001256913,0.001004181,0.002431844,0.001383766,0.001152697,0.00220442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311683,"about_ca_system_score_gemma":0.002034263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255701,"about_ca_topic_score_gemma":0.001373449,"domain_scores_codex":[0.9978155,0.0002963613,0.0001525363,0.0004870654,0.001131363,0.0001172366],"domain_scores_gemma":[0.9985556,0.0003139621,0.0001775303,0.0003462475,0.0004936217,0.0001130798],"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":[0.001328554,0.0004719855,0.01670205,0.001037098,0.00009205778,0.0002667996,0.0005201133,0.002951307,0.4631982,0.01718884,0.03800903,0.458234],"study_design_scores_gemma":[0.0003571932,0.000995312,0.01743268,0.0001147838,0.0002819875,0.001568123,0.0001932004,0.06203403,0.7358121,0.001856902,0.1789905,0.0003632461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1423262,0.003343645,0.7806915,0.001572297,0.002165581,0.00145462,0.002653487,0.03045165,0.03534108],"genre_scores_gemma":[0.5105956,0.0009239982,0.4446732,0.001571338,0.000662631,0.001111471,0.003398835,0.0009971603,0.03606575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007825405,"threshold_uncertainty_score":0.0261786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326936655506705,"score_gpt":0.2030860275227753,"score_spread":0.1898166609677083,"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."}}