{"id":"W3118785945","doi":"10.1016/j.ijimpeng.2021.103814","title":"Light emission signatures from ballistic impact of reactive metal projectiles","year":2021,"lang":"en","type":"article","venue":"International Journal of Impact Engineering","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Defense Threat Reduction Agency","keywords":"Projectile; Materials science; Metal; Ballistic impact; Aerospace engineering; Engineering; Metallurgy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000237446,0.0001956107,0.0003810926,0.0002121361,0.00002115387,0.0001289759,0.0003664458,0.00009503313,0.0009666003],"category_scores_gemma":[0.0007409206,0.0001402302,0.0003561854,0.0001169739,0.00001519972,0.0005367551,0.00007559982,0.0002020873,0.000007841239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003558009,"about_ca_system_score_gemma":0.0003981238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002545511,"about_ca_topic_score_gemma":0.000002719326,"domain_scores_codex":[0.9985112,0.00004497179,0.0005236102,0.000128111,0.0005863656,0.0002057415],"domain_scores_gemma":[0.9984391,0.0001478341,0.0004100758,0.0001264519,0.0007062623,0.0001702179],"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":[0.0001923816,0.0001020425,0.0007014721,0.00000736972,0.000258864,0.0002061518,0.0005198471,0.005500258,0.9920992,0.00001918251,0.0002075331,0.0001856577],"study_design_scores_gemma":[0.0005052789,0.0001865739,0.03293768,0.0002484851,0.0000739795,0.0002227086,0.00006653012,0.0002563296,0.9652104,0.00004978869,0.0000962132,0.0001459836],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966249,0.0002403273,0.001148106,0.00006521582,0.001586262,0.00004976646,0.0002082712,0.00002086606,0.00005625715],"genre_scores_gemma":[0.9977103,0.00002572715,0.001669458,0.000006712261,0.0005280481,0.000001124964,0.00001676008,0.00002164802,0.00002022656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223621,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119248110975117,"score_gpt":0.3065676756368085,"score_spread":0.2953751945270573,"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."}}