{"id":"W4410334940","doi":"10.1117/12.3039301","title":"Lite transformer for ultrasonic signal processing","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Scientific Research Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Ultrasonic sensor; Transformer; Signal processing; Computer science; Acoustics; Electronic engineering; Digital signal processing; Electrical engineering; Engineering; Voltage; Computer hardware; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000319508,0.0005851567,0.0002131,0.0003509448,0.0001093824,0.000446981,0.0008842878,0.0004876546,0.004320415],"category_scores_gemma":[0.0006150769,0.0002009557,0.0003963171,0.0003269341,0.0002381322,0.0006717658,0.0005540163,0.0005579444,0.001858991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000475833,"about_ca_system_score_gemma":0.0004345153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827417,"about_ca_topic_score_gemma":0.005777926,"domain_scores_codex":[0.9998765,0.00001291924,0.000006573424,0.00003403044,0.00005147967,0.00001852722],"domain_scores_gemma":[0.9999049,0.0000228895,0.00001034647,0.00001660536,0.00003886975,0.000006375009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000263709,0.00008721399,0.00169664,0.000265178,0.0001124189,0.0003060371,0.00005150555,0.1819318,0.1064281,0.01409866,0.009285275,0.6854736],"study_design_scores_gemma":[0.000008279376,0.00009778893,0.0005602769,0.0000220387,0.00002571526,0.00016377,0.0000126105,0.957337,0.02774938,0.003493975,0.01051529,0.00001376967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01575298,0.001066539,0.9731857,0.0002157032,0.0001692162,0.00005581216,0.0002555359,0.002492397,0.006806096],"genre_scores_gemma":[0.6252736,0.001883347,0.34241,0.0005714637,0.00009883622,0.0001739649,0.001809495,0.0002948755,0.02748443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004320415,"threshold_uncertainty_score":0.01445323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05540757342781027,"score_gpt":0.377188272516615,"score_spread":0.3217806990888047,"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."}}