{"id":"W4414422420","doi":"10.1121/10.0039388","title":"High-frequency dynamic acoustic field manipulation method and its application to flaw evaluation and imaging","year":2025,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Field (mathematics); Ultrasonic sensor; Orientation (vector space); Rotation (mathematics); Ultrasonic testing","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":[0.0003872965,0.0003475914,0.0002267522,0.0005310744,0.0001426705,0.0002735524,0.0004526713,0.0003799202,0.0009372556],"category_scores_gemma":[0.0006407422,0.0002273154,0.0002050485,0.0003016821,0.0004576572,0.0005849208,0.0002680386,0.0003167807,0.0002419367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003415147,"about_ca_system_score_gemma":0.0002585533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004448371,"about_ca_topic_score_gemma":0.000626267,"domain_scores_codex":[0.9996824,0.00003475131,0.00001345718,0.00006619985,0.0001891124,0.00001409944],"domain_scores_gemma":[0.9995869,0.0001691698,0.0000864539,0.00005104932,0.00008998455,0.00001648372],"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":[0.0000633906,0.00002889072,0.0006658123,0.0001718915,0.00001052863,0.00007686755,0.00009159544,0.003373745,0.8919532,0.005974781,0.0002042265,0.09738512],"study_design_scores_gemma":[0.00002800747,0.000526685,0.002985059,0.00002363558,0.00003558803,0.001910017,0.00005950996,0.1609178,0.8186009,0.001517315,0.01328976,0.000105719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07112174,0.002124989,0.9225191,0.0001606202,0.00005380867,0.00005773973,0.00002353183,0.0003329831,0.00360545],"genre_scores_gemma":[0.5270681,0.001376267,0.4693314,0.00004800121,0.00005025349,0.0000501849,0.00002761356,0.00003220943,0.002015884],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0009372556,"threshold_uncertainty_score":0.003135443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009475276788223708,"score_gpt":0.3017690178662008,"score_spread":0.2922937410779771,"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."}}