{"id":"W2053480215","doi":"10.1260/2041-4196.6.1.1","title":"Numerical Determination of Equivalent Reflected Blast Parameters Acting on Circular Cross Sections","year":2015,"lang":"en","type":"article","venue":"International Journal of Protective Structures","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Royal Military College of Canada","funders":"","keywords":"Impulse (physics); Structural engineering; Mechanics; Engineering; Acoustics; Physics","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":[0.0002237293,0.000168198,0.0002217077,0.0004032627,0.00003296271,0.0000596473,0.0003549611,0.00009440037,0.00002932531],"category_scores_gemma":[0.001250976,0.000143819,0.0001472127,0.0001816302,0.00007458647,0.0002545667,0.00002913122,0.0004363152,0.00000289234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006643985,"about_ca_system_score_gemma":0.00008840852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002517623,"about_ca_topic_score_gemma":0.000002339987,"domain_scores_codex":[0.9983503,0.0001017825,0.0004868794,0.0001267973,0.000777197,0.0001570892],"domain_scores_gemma":[0.998316,0.0001664579,0.0003420462,0.0001117512,0.0009604273,0.0001032855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002329616,0.00005670512,0.001210561,0.00006447079,0.0009816726,0.0001764202,0.00285867,0.7499995,0.1730628,0.0006565331,0.00008347827,0.06851956],"study_design_scores_gemma":[0.003553207,0.001338229,0.05975406,0.0002909533,0.00007764931,0.001655922,0.0004723654,0.06853647,0.8316213,0.03179919,0.0003227587,0.0005778246],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314522,0.00003961727,0.06596658,0.00004789977,0.0017364,0.0001574934,0.00001560784,0.000041943,0.0005422639],"genre_scores_gemma":[0.9947767,0.000002732965,0.004933459,0.0000163751,0.000225758,0.000006493666,0.000002174871,0.00002496987,0.00001136981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.681463,"threshold_uncertainty_score":0.5864769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347174457600607,"score_gpt":0.3338167622253713,"score_spread":0.3003450176493653,"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."}}