{"id":"W2334786779","doi":"10.2514/6.2006-2219","title":"Modeling Evolution and Ballistic Verification Testing of Three Composite Structural Concepts","year":2006,"lang":"en","type":"article","venue":"","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Composite number; Computer science; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001116146,0.0000811861,0.0001238948,0.00002781665,0.00009586228,0.00005335676,0.0000689609,0.00004144875,0.00007636462],"category_scores_gemma":[0.0000296917,0.00006930687,0.00001205712,0.00006324099,0.00007184243,0.0001735285,0.00002875869,0.00002475698,0.00001043332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377509,"about_ca_system_score_gemma":0.00002182957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003585113,"about_ca_topic_score_gemma":0.0001203111,"domain_scores_codex":[0.9993593,0.0000195649,0.0002225966,0.0001366363,0.0001215339,0.0001404119],"domain_scores_gemma":[0.9996827,0.00002537828,0.00006442294,0.0001007985,0.00009448485,0.00003223413],"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":[0.0000110916,0.000005644327,0.009516605,0.00001675387,5.20405e-7,2.739823e-7,0.00003149103,0.002783116,0.9843646,0.003184246,0.000002519383,0.00008319415],"study_design_scores_gemma":[0.0005424841,0.00008056113,0.3365119,0.00004960829,0.00004667315,0.000009691989,0.00005505271,0.2028452,0.455792,0.003807551,0.000002884329,0.000256442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761277,0.00002519464,0.02328094,0.00001276553,0.0001470737,0.0001080334,0.0000197775,0.00006570919,0.0002128331],"genre_scores_gemma":[0.9865862,2.447342e-7,0.01331664,0.000003791907,0.0000525143,0.000002745341,0.00001306469,0.000005898484,0.00001893105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5285726,"threshold_uncertainty_score":0.5419643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034714091932568,"score_gpt":0.2847030106875894,"score_spread":0.2499889187550214,"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."}}