{"id":"W4281786216","doi":"10.1115/1.4054656","title":"Impact of Manufacturing Flaw on Fatigue Damage Development and on Stiffness Variation in Woven Composite Plates","year":2022,"lang":"en","type":"article","venue":"Journal of Nondestructive Evaluation Diagnostics and Prognostics of Engineering Systems","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Acoustic emission; Stiffness; Materials science; Context (archaeology); Finite element method; Digital image correlation; Nondestructive testing; Structural engineering; Carbon fiber reinforced polymer; Composite number; Composite material; Degradation (telecommunications); Manufacturing process; Computer science; Engineering","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":[0.0002538779,0.000263654,0.00020016,0.0004471707,0.0001032399,0.0001993017,0.000189365,0.000367015,0.000635349],"category_scores_gemma":[0.0008473001,0.0001870472,0.0002120725,0.0001508446,0.0003463013,0.0002330794,0.000176745,0.0001500563,0.0001089873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763616,"about_ca_system_score_gemma":0.00008784871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007513565,"about_ca_topic_score_gemma":0.0008030272,"domain_scores_codex":[0.9998242,0.00002417367,0.000008980815,0.00003653518,0.00007888761,0.00002723224],"domain_scores_gemma":[0.9992439,0.0002955273,0.0002017165,0.00009570242,0.0001292746,0.000034047],"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":[0.0002912599,0.00006470747,0.009748545,0.00007303314,0.00001577017,0.0004419506,0.00009779607,0.03205457,0.9500642,0.00007208129,0.00003311149,0.00704296],"study_design_scores_gemma":[0.00001225342,0.00112566,0.1119567,0.00002042987,0.00004147563,0.0007004302,0.0001308695,0.2568409,0.628717,0.00009028397,0.0003174156,0.0000465763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973827,0.00007305836,0.00227271,0.000004045104,0.000001901646,0.000003416258,0.00002796224,0.00003758065,0.0001966942],"genre_scores_gemma":[0.9994438,0.0000184329,0.0004175185,0.000001486737,4.162659e-7,0.000001654621,0.00001382045,0.000003716547,0.00009928999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007513565,"threshold_uncertainty_score":0.002125502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942796773338712,"score_gpt":0.2549279737546444,"score_spread":0.2355000060212573,"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."}}