{"id":"W4213316545","doi":"10.22541/au.164502808.88072147/v1","title":"Impact behaviours and Non-Destructive Testing (NDT) methods in Carbon Fiber Composites in Aerospace Industry: A Review","year":2022,"lang":"en","type":"review","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Aerospace; Automotive industry; Nondestructive testing; Crashworthiness; Aerospace materials; Advanced composite materials; Materials science; Composite number; Structural material; Composite material; Structural engineering; Engineering; Aerospace engineering; Finite element method","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":[0.0006745485,0.001082052,0.001304556,0.003800326,0.000304494,0.0008555048,0.000785292,0.001033274,0.002924636],"category_scores_gemma":[0.0007593214,0.0004309384,0.0007943828,0.003184167,0.0003839411,0.001295725,0.0004401126,0.0007813367,0.001085919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295326,"about_ca_system_score_gemma":0.0009349951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398187,"about_ca_topic_score_gemma":0.002350322,"domain_scores_codex":[0.9996743,0.00003959151,0.00004663908,0.00006246584,0.000154295,0.00002272548],"domain_scores_gemma":[0.9994143,0.0003270465,0.00009262704,0.00001485634,0.0001333117,0.00001786626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005412532,0.0001579955,0.0004448249,0.0769708,0.000150091,0.0002659519,0.0001399663,0.0009438655,0.008987243,0.002714755,0.009136585,0.9000338],"study_design_scores_gemma":[0.00001176156,0.0004228301,0.00261052,0.01093808,0.0005169232,0.002102619,0.0002097781,0.0004023079,0.007886232,0.001541846,0.9732869,0.00007014079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004163528,0.998332,0.00027285,0.00006423536,0.00007192401,0.000008479581,0.00002517283,0.000007246278,0.0008017473],"genre_scores_gemma":[0.001558753,0.9973641,0.0004479412,0.00005297304,0.00005266355,0.00001002267,0.00003205613,0.000002010276,0.0004795384],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003800326,"threshold_uncertainty_score":0.009783804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05609369828252125,"score_gpt":0.3827905552102135,"score_spread":0.3266968569276922,"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."}}