{"id":"W4210372416","doi":"10.3390/jcs6020048","title":"Acoustic Emission Damage Detection during Three-Point Bend Testing of Short Glass Fiber Reinforced Composite Panels: Integrity Assessment","year":2022,"lang":"en","type":"article","venue":"Journal of Composites Science","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Acoustic emission; Materials science; Composite number; Composite material; Glass fiber; Flexural strength; Waveform; Delamination (geology); Structural engineering; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004820009,0.0005456572,0.000282716,0.0005680979,0.0001526501,0.0002161655,0.0003087796,0.0006573134,0.0006606971],"category_scores_gemma":[0.001041009,0.0001555973,0.0001920051,0.000186203,0.0003729019,0.0005204711,0.0004109569,0.0003782234,0.0002115763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038057,"about_ca_system_score_gemma":0.00009518327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002853574,"about_ca_topic_score_gemma":0.0006041725,"domain_scores_codex":[0.9996119,0.00006506657,0.00001709963,0.0000643008,0.0002085658,0.00003319591],"domain_scores_gemma":[0.9990755,0.0003269163,0.0001971904,0.00007623315,0.0002822856,0.00004177993],"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":[0.00009293206,0.00001992675,0.002670534,0.00004279111,0.000005718363,0.00006419621,0.0001047725,0.0004781053,0.987807,0.00001994031,0.00001059103,0.00868347],"study_design_scores_gemma":[0.000004312454,0.0006084653,0.03838259,0.00001227539,0.00002621096,0.000498446,0.0001578478,0.01059133,0.9492117,0.00007492443,0.0004083442,0.00002349862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316143,0.0003153976,0.06732713,0.00002917186,0.00001009115,0.00004421743,0.00005505625,0.0001317269,0.000472842],"genre_scores_gemma":[0.9865023,0.0001797772,0.01265978,0.00002282286,0.000007320389,0.00002435879,0.00004860679,0.00002065143,0.0005343439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006606971,"threshold_uncertainty_score":0.002549112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729162589349317,"score_gpt":0.2473305287331148,"score_spread":0.2300389028396217,"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."}}