{"id":"W4230546965","doi":"10.22215/etd/2014-10085","title":"Blast Hazard Mitigation through Vented Suppressive Shields","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Explosive material; Container (type theory); Impulse (physics); Computational fluid dynamics; Software; Hazard; Structural engineering; Engineering; Computer science; Mechanical engineering; Aerospace engineering; Physics; Chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003164472,0.0003592299,0.000324841,0.0001081048,0.00004838338,0.00005950729,0.0002302058,0.0005204098,0.001046488],"category_scores_gemma":[0.0001013746,0.0003424956,0.0001340634,0.0001402811,0.00001999677,0.0001509292,0.00001100402,0.0004058031,0.0003092607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255033,"about_ca_system_score_gemma":0.00003746508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003310227,"about_ca_topic_score_gemma":0.0003629216,"domain_scores_codex":[0.998807,0.00003326422,0.000318629,0.000267185,0.0002905277,0.0002833555],"domain_scores_gemma":[0.999347,0.0001119036,0.00007658586,0.0003204383,0.00008186895,0.000062213],"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":[0.002467202,0.0001187341,0.0007984103,0.01000286,0.004356192,0.0002904576,0.03391511,0.09455734,0.3260495,0.03835854,0.3182003,0.1708853],"study_design_scores_gemma":[0.004062633,0.0004001305,0.06708249,0.002362201,0.000859171,0.00008489247,0.003633737,0.2796691,0.5397297,0.01589965,0.08021948,0.005996836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8674175,0.0002167863,0.001938379,0.00003441346,0.002786726,0.0003160315,0.00002458938,0.000793657,0.1264719],"genre_scores_gemma":[0.974326,0.00007445765,0.000896783,0.00005015088,0.0002494398,0.00005404842,0.002597925,0.0001218415,0.02162941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2379808,"threshold_uncertainty_score":0.9999027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004362745258462246,"score_gpt":0.229901429131459,"score_spread":0.2255386838729968,"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."}}