{"id":"W4412540191","doi":"10.1080/17686733.2025.2535166","title":"Multi-modal analysis of barely visible impact damage in carbon fibre composites through the fusion of Pulsed Thermography and Phased Array Ultrasonic Testing","year":2025,"lang":"en","type":"article","venue":"Quantitative InfraRed Thermography Journal","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Thermography; Materials science; Composite material; Modal; Ultrasonic sensor; Fusion; Phased array; Modal analysis; Ultrasonic testing; Nondestructive testing; Acoustics; Vibration; Infrared; Computer science; Optics; Telecommunications; Medicine; 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":[0.000669549,0.0003951124,0.0007991687,0.002236691,0.0001530423,0.00006880061,0.0004357383,0.000167112,0.0000356271],"category_scores_gemma":[0.0000999825,0.0002849033,0.0006751785,0.00697327,0.0004575449,0.000233793,0.00002059479,0.0006496501,3.180897e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003187222,"about_ca_system_score_gemma":0.00005504355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003786133,"about_ca_topic_score_gemma":0.00006008043,"domain_scores_codex":[0.9978309,0.0003476974,0.0008805296,0.000257916,0.0002873295,0.0003955878],"domain_scores_gemma":[0.997579,0.001345004,0.0003797436,0.0003657446,0.0002576566,0.00007281024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001993461,0.0001490706,0.1504083,0.00009348681,0.002710223,0.000004404666,0.003870982,0.009383749,0.8320994,0.0001566647,0.000008986374,0.0009153145],"study_design_scores_gemma":[0.001493902,0.0005347803,0.8333154,0.0007549352,0.001119712,0.000008196326,0.002528233,0.02771905,0.1279007,0.004213964,0.000009986937,0.0004010286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603143,0.0055257,0.0309457,0.00001260875,0.000076991,0.0003924733,0.0004240018,0.0001032258,0.002204961],"genre_scores_gemma":[0.9919138,0.0004471056,0.007545209,0.00001626387,0.00001003353,0.00001803332,0.00001384012,0.00003373697,0.000001978662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7041987,"threshold_uncertainty_score":0.9999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790484305563558,"score_gpt":0.2901650151106264,"score_spread":0.2722601720549909,"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."}}