{"id":"W4413557080","doi":"10.1109/isie62713.2025.11124668","title":"Ultrasonic Anemometer Using Microphones","year":2025,"lang":"en","type":"article","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Ultrasonic sensor; Anemometer; Acoustics; Computer science; Physics; Wind speed; Meteorology","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":[0.001061837,0.0009579048,0.0007820014,0.0009363962,0.0004186494,0.001020024,0.00139846,0.001503357,0.002328528],"category_scores_gemma":[0.003033696,0.0005853706,0.0004830525,0.0005796134,0.0004324173,0.001888843,0.001131764,0.0006244775,0.001381866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003325516,"about_ca_system_score_gemma":0.0005176485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674969,"about_ca_topic_score_gemma":0.0004383865,"domain_scores_codex":[0.9979094,0.0003953745,0.0001630443,0.0004582151,0.001008847,0.00006504315],"domain_scores_gemma":[0.9983828,0.0005471453,0.0002028389,0.0001442714,0.0006622478,0.00006077597],"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":[0.0003082124,0.0001166088,0.002155655,0.0008452633,0.0000593064,0.0001664781,0.0002138318,0.001581574,0.8365412,0.004299656,0.001638222,0.152074],"study_design_scores_gemma":[0.0002073481,0.002657944,0.005534496,0.0002304639,0.0002621411,0.002446268,0.0002314201,0.05416263,0.8357387,0.002210641,0.09608062,0.0002373769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0604697,0.002744118,0.9239873,0.0002856051,0.001190593,0.0005406436,0.0002507593,0.002610624,0.007920665],"genre_scores_gemma":[0.3087971,0.002486297,0.6763272,0.0005391942,0.0004413114,0.0005453888,0.0002328667,0.0001217016,0.01050891],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002328528,"threshold_uncertainty_score":0.007789671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080865809636863,"score_gpt":0.2109728164594855,"score_spread":0.2001641583631169,"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."}}