{"id":"W948972243","doi":"10.1520/stp14503s","title":"Certification Cost Reduction Using Compression-After-Impact Testing","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Certification; Reduction (mathematics); Compression (physics); Cost reduction; Reliability engineering; Computer science; Business; Materials science; Economics; Engineering; Composite material; Mathematics; Marketing","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":[0.0003504055,0.0006053699,0.0003128481,0.001433159,0.0002396796,0.00090726,0.001284895,0.0004979126,0.01892453],"category_scores_gemma":[0.000793835,0.0002626752,0.0002780455,0.0007402435,0.0002215401,0.001071776,0.000385757,0.0007031163,0.00589422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007604535,"about_ca_system_score_gemma":0.0005495842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009009942,"about_ca_topic_score_gemma":0.002749092,"domain_scores_codex":[0.9994436,0.00003470933,0.00001087632,0.00003621287,0.0004575445,0.00001706979],"domain_scores_gemma":[0.9994355,0.0001824099,0.00002485135,0.00007179588,0.0002670501,0.00001833823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005288692,0.0002218124,0.0005118165,0.0003401447,0.000009270067,0.0002199121,0.0001408862,0.007456587,0.05101651,0.02859563,0.03058857,0.880846],"study_design_scores_gemma":[0.00005882249,0.0009134735,0.006349707,0.0004770473,0.00006779408,0.00294858,0.0002642541,0.04543747,0.1958895,0.02605555,0.7214359,0.0001018683],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05929302,0.007349906,0.2410794,0.00123959,0.0006063528,0.0005927774,0.0003385512,0.003336163,0.6861643],"genre_scores_gemma":[0.2107505,0.007681356,0.2244154,0.0004523823,0.0001814717,0.000296274,0.001146582,0.0007729639,0.5543031],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01892453,"threshold_uncertainty_score":0.06330889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06910188594387885,"score_gpt":0.2774927348548825,"score_spread":0.2083908489110037,"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."}}