{"id":"W2706248596","doi":"","title":"Design of Protective Structures for Optimal Blast and Impact Mitigation.","year":2016,"lang":"en","type":"dissertation","venue":"Deep Blue (University of Michigan)","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Air blast; Engineering; Risk analysis (engineering); Business; Mining engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000703898,0.0002428432,0.000383379,0.0002623411,0.00007734907,0.000007668848,0.0002124011,0.000280083,0.0000745814],"category_scores_gemma":[0.0000515139,0.0002471347,0.0001336069,0.0001040953,0.00009296201,0.0001450879,0.00001792524,0.0001423788,0.000001857727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007314454,"about_ca_system_score_gemma":0.00008302168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003244336,"about_ca_topic_score_gemma":0.0007173718,"domain_scores_codex":[0.999271,0.0000357829,0.0001413014,0.0002161894,0.0001493061,0.0001863728],"domain_scores_gemma":[0.9992358,0.0001879832,0.0001762458,0.000166042,0.0001659915,0.00006794585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005918016,0.00002503062,0.00002132596,0.002368219,0.002326342,0.00001858434,0.1485728,0.08848173,0.7127957,0.0005219558,0.00006735063,0.03888299],"study_design_scores_gemma":[0.01371925,0.002589584,0.08700994,0.00214427,0.002300304,0.00009963026,0.1674869,0.3943616,0.312142,0.0137835,0.0002599627,0.004103122],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250428,0.0002197361,0.07355986,0.000004927516,0.0001186784,0.0006873421,0.0002381071,0.00005057179,0.00007793852],"genre_scores_gemma":[0.986627,0.00004623105,0.01268376,0.000001223211,0.00002761412,0.000002007225,0.0001591207,0.0000441844,0.000408821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4006537,"threshold_uncertainty_score":0.9999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005010004860451713,"score_gpt":0.2024869387256326,"score_spread":0.1974769338651809,"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."}}