{"id":"W4320069151","doi":"10.1115/qnde2022-98309","title":"Surface Crack Sizing Method Using Rayleigh Waves Generated by Ultrasonic Phased Arrays","year":2022,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Sizing; Acoustics; Nondestructive testing; Ultrasonic sensor; Rayleigh wave; Materials science; Electromagnetic acoustic transducer; Transducer; Phased array; Penetration depth; Eddy current; Eddy-current testing; Ultrasonic testing; Surface wave; Optics; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005071132,0.0002698099,0.000274847,0.00008534416,0.0002780219,0.00006086434,0.0002851141,0.00006095627,0.0006543875],"category_scores_gemma":[0.00007346103,0.0003019969,0.00006855038,0.0005479401,0.00003053679,0.0001705442,0.00006291924,0.0004048831,0.00000479057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955043,"about_ca_system_score_gemma":0.000042077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001959602,"about_ca_topic_score_gemma":0.000003288299,"domain_scores_codex":[0.9985107,0.0001825941,0.0002946551,0.0003304547,0.0002532111,0.0004283994],"domain_scores_gemma":[0.9992027,0.0002829359,0.00005877537,0.0003216181,0.0000499276,0.00008402118],"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":[0.000004271026,0.00002107515,0.0004255295,0.00001669619,0.00003404063,0.000005588737,0.00008468611,0.03669306,0.9608809,0.0004446306,0.001173036,0.0002164618],"study_design_scores_gemma":[0.0003498298,0.00005578368,0.00004720871,0.00001396471,0.00003140488,0.0000704656,0.0001199024,0.145828,0.8475097,0.004654376,0.0007981067,0.0005211938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5897931,0.0002673185,0.4019373,0.00001869991,0.0001631133,0.0001912581,0.00003454359,0.002453362,0.005141285],"genre_scores_gemma":[0.4130907,0.000005964233,0.5867015,0.00003436134,0.00002533523,0.00001159408,0.00002088701,0.00007250574,0.00003712098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1847643,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984614915867644,"score_gpt":0.2861447156117821,"score_spread":0.2562985664531056,"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."}}