{"id":"W7064845932","doi":"","title":"Crack detection on composite and metallic aerospace structures","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Strain gauge; Electrical conductor; Composite number; Finite element method; Structural health monitoring","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004235513,0.0002524198,0.0002703183,0.0009876841,0.0001746066,0.0001764232,0.0004133287,0.0005676115,0.0008953229],"category_scores_gemma":[0.0008730157,0.000304597,0.0002674331,0.0002582584,0.0003273907,0.0002792056,0.0002847478,0.0002133922,0.0001704859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371485,"about_ca_system_score_gemma":0.0001622241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809252,"about_ca_topic_score_gemma":0.005533107,"domain_scores_codex":[0.9995027,0.00003434191,0.00001337892,0.00009864552,0.0003205905,0.000030401],"domain_scores_gemma":[0.9989235,0.0002459938,0.0001704592,0.00009913348,0.0005047314,0.00005613726],"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":[0.0001757333,0.00003699226,0.003715692,0.00009473893,0.000008484293,0.00015746,0.00007807541,0.002761059,0.978043,0.00007435223,0.00009807065,0.01475638],"study_design_scores_gemma":[0.0000213823,0.002038646,0.04706217,0.00002863278,0.00002792981,0.000454462,0.0001182578,0.04494647,0.9041057,0.00006208572,0.001100868,0.00003347255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898202,0.0003282199,0.00866149,0.00002519473,0.00001681448,0.000048829,0.00008872029,0.0001314278,0.0008789586],"genre_scores_gemma":[0.972762,0.0001723715,0.02551466,0.00002110557,0.000003949971,0.0000157489,0.0001118236,0.00001074019,0.001387638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001809252,"threshold_uncertainty_score":0.003597438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454665047249913,"score_gpt":0.2204076117038693,"score_spread":0.2058609612313701,"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."}}