{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003643238,0.00005456782,0.00007074298,0.00009870547,0.00002182816,0.0000194273,0.00004762761,0.0000216221,0.0002660821],"category_scores_gemma":[0.000003798776,0.00004811566,0.00004534522,0.000255828,0.000005881479,0.00003333269,0.000005004952,0.00003254123,0.00003780247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002402929,"about_ca_system_score_gemma":0.000004673242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001584188,"about_ca_topic_score_gemma":0.00001400286,"domain_scores_codex":[0.9997274,0.00000350682,0.00007208565,0.00005686449,0.00004359069,0.00009658265],"domain_scores_gemma":[0.9998815,0.000007719007,0.000002853888,0.00008360069,0.00001165654,0.00001264725],"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":[8.267958e-7,0.000006895037,0.003770639,0.00003924443,0.0001163467,0.000001232079,0.00002050077,0.007805221,0.9815719,0.00007305698,0.003187705,0.00340648],"study_design_scores_gemma":[0.0004276087,0.000006597491,0.00346608,0.00007798415,0.0001860348,0.000002236781,0.0001123491,0.2601007,0.7161661,0.0002002669,0.01886994,0.0003840466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458938,0.0006577121,0.02876464,0.00004378547,0.0002788964,0.00003041432,5.311317e-7,0.0001983126,0.02413186],"genre_scores_gemma":[0.9954745,0.00002405,0.002332954,0.00005103843,0.00002145272,7.992239e-7,9.118316e-7,0.000005667855,0.002088588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2654057,"threshold_uncertainty_score":0.2913412,"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."}}