{"id":"W4388452394","doi":"10.1109/ius51837.2023.10307194","title":"Impact damage characterization in composite plate using ultrasonic guided waves","year":2023,"lang":"en","type":"article","venue":"","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Research Council","keywords":"Ultrasonic sensor; Nondestructive testing; Harmonics; Materials science; Ultrasonic testing; Acoustics; Composite number; Piezoelectricity; Harmonic; Nonlinear system; High harmonic generation; Characterization (materials science); Composite plate; Composite material; Structural engineering; Engineering; Optics; Electrical engineering; 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":[0.0001342472,0.0002478139,0.0001554255,0.0006990826,0.0001485774,0.0001429522,0.0002064973,0.00023711,0.0007137964],"category_scores_gemma":[0.0002112318,0.0001504001,0.0001222814,0.0003035867,0.0003438344,0.000206557,0.0002655053,0.0001953446,0.0001260145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727976,"about_ca_system_score_gemma":0.0001061683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140947,"about_ca_topic_score_gemma":0.002304428,"domain_scores_codex":[0.9998672,0.000007129985,0.000004372728,0.00001677745,0.00009156144,0.00001295925],"domain_scores_gemma":[0.9998537,0.00002854345,0.00003401311,0.00001362296,0.00006004373,0.00001006853],"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":[0.00008661024,0.00002195163,0.002366283,0.00005807987,0.000004601241,0.0000815984,0.00010272,0.001943661,0.9871084,0.00005650162,0.00003628692,0.008133378],"study_design_scores_gemma":[0.000004907597,0.0005061257,0.04937776,0.000009126167,0.0000183039,0.0002170361,0.0001948297,0.02107404,0.9280168,0.00007363106,0.000487512,0.00001991681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927608,0.0001986943,0.006159698,0.00001267267,0.000004300917,0.00001802979,0.00005485719,0.00004886415,0.000742199],"genre_scores_gemma":[0.9957743,0.0001616876,0.003169195,0.000009698305,0.000001715261,0.00001231642,0.00006194517,0.00000681242,0.0008023651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001140947,"threshold_uncertainty_score":0.002387881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143664650108783,"score_gpt":0.2642291580632648,"score_spread":0.242792511562177,"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."}}