{"id":"W3200941630","doi":"10.32393/csme.2021.69","title":"Development On Clamp On Ultrasonic Flowmeters","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Clamp; Ultrasonic sensor; Computer science; Acoustics; Computer graphics (images); Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002558969,0.000285267,0.000294964,0.0003808854,0.00004633357,0.0000678972,0.0002289233,0.0001685841,0.0002723433],"category_scores_gemma":[0.00009637385,0.00032449,0.0001018174,0.0005828911,0.00001090527,0.00005519908,0.00001473383,0.0004330463,0.0002013286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009623844,"about_ca_system_score_gemma":0.000217071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004146677,"about_ca_topic_score_gemma":0.03525301,"domain_scores_codex":[0.9981298,0.00001794338,0.0003240887,0.0003537997,0.0003556914,0.0008186689],"domain_scores_gemma":[0.9990446,0.00003230939,0.00001408024,0.0003185465,0.00003721518,0.0005532685],"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":[0.00005226166,0.0004737889,0.01034942,0.0008416506,0.001279819,0.002850813,0.0008134128,0.5515595,0.007062552,0.01766022,0.007451521,0.399605],"study_design_scores_gemma":[0.000896369,0.00009781634,0.004835542,0.000545138,0.00004397169,0.00001330766,0.00004092827,0.7034278,0.03122332,0.00003816681,0.2575361,0.001301522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749509,0.004467272,0.004931156,0.002605384,0.004707539,0.0009592278,0.0000747919,0.00179272,0.00551106],"genre_scores_gemma":[0.9941468,0.00002919436,0.005177544,0.0001933356,0.00009459448,0.00008965979,0.0000386209,0.00007473316,0.0001555172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3983035,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132032769051015,"score_gpt":0.1977307888990484,"score_spread":0.1864104612085382,"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."}}