{"id":"W2335707893","doi":"10.2514/6.2012-1543","title":"Industry Perspectives on Composite Structural Certification and Design","year":2012,"lang":"en","type":"article","venue":"","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Certification; Composite number; Computer science; Manufacturing engineering; Engineering; Materials science; Composite material; Management","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":[0.008549766,0.0006186123,0.0005454076,0.001324364,0.0009995288,0.003218772,0.001073805,0.004316885,0.007852173],"category_scores_gemma":[0.006996093,0.000290313,0.0004332644,0.0009653493,0.004759768,0.003045079,0.001810906,0.003905523,0.001551067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066274,"about_ca_system_score_gemma":0.001821094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073428,"about_ca_topic_score_gemma":0.001310564,"domain_scores_codex":[0.9956487,0.001669721,0.0001590018,0.0004156313,0.001890528,0.0002164727],"domain_scores_gemma":[0.9924379,0.004561864,0.0004153286,0.0004299047,0.00190471,0.0002502218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003640723,0.00004951609,0.0002984466,0.0001947807,0.000008243887,0.0001241843,0.0002534951,0.008069178,0.0007399487,0.9174967,0.008856695,0.06387241],"study_design_scores_gemma":[0.00001944045,0.0001822523,0.0003721681,0.0003922948,0.000009658604,0.0002707948,0.0004418983,0.01139674,0.001325435,0.7416723,0.2438848,0.00003221288],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01979214,0.08833147,0.32181,0.1756396,0.002561329,0.00006758991,0.0001461874,0.0001696681,0.391482],"genre_scores_gemma":[0.6327645,0.1217227,0.1516714,0.03082157,0.00641284,0.000243163,0.0002211363,0.0001552672,0.05598746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008549766,"threshold_uncertainty_score":0.04521602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1681404768474345,"score_gpt":0.3553331533806993,"score_spread":0.1871926765332648,"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."}}