{"id":"W7123833319","doi":"10.14339/sto-avt-394-4","title":"Trials in Developing Mitigation Devices to Manage Munitions Constituents Release into the Environment on Live Fire Ranges","year":2025,"lang":"","type":"article","venue":"NATO Journal of Science and Technology","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Demolition; Sustainability; Ammunition; SAFER; Microplastics; Training (meteorology); First responder","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01292552,0.0001603712,0.0004534922,0.00177523,0.000814569,0.0003116556,0.001176465,0.0001460688,0.0000398173],"category_scores_gemma":[0.005764172,0.0001084078,0.00003772581,0.002758107,0.002926996,0.000436034,0.0004187989,0.0003655221,0.00003001649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004438649,"about_ca_system_score_gemma":0.0007034712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001330517,"about_ca_topic_score_gemma":0.00006661109,"domain_scores_codex":[0.9973183,0.0002366479,0.0008220699,0.0003462305,0.0007963586,0.0004803458],"domain_scores_gemma":[0.9984356,0.0005242701,0.0003222273,0.0002501179,0.0003326168,0.0001351943],"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":[0.0001463224,0.0001833255,0.001031864,0.0002020592,0.00003279634,0.0001134776,0.005332118,0.001273788,0.7646102,0.05220851,0.0001808983,0.1746847],"study_design_scores_gemma":[0.001917164,0.001161596,0.007777486,0.005225838,0.00009053682,0.000102703,0.02203974,0.001230044,0.9185045,0.02363798,0.01776302,0.0005494212],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594895,0.001135017,0.0006107816,0.03753246,0.0006696504,0.0004010168,0.000003823297,0.00001238761,0.0001453595],"genre_scores_gemma":[0.9949024,0.002644661,0.002002593,0.0003620726,0.00002570167,0.00002139381,1.241916e-7,0.000003550431,0.00003755942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741353,"threshold_uncertainty_score":0.9997865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380667338648897,"score_gpt":0.3226571247666468,"score_spread":0.2988504513801579,"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."}}