{"id":"W4304184229","doi":"10.1177/00037028221124907","title":"Standoff Interaction Assessment Using High-Energy Laser–Induced Oxidation Spectroscopy","year":2022,"lang":"en","type":"article","venue":"Applied Spectroscopy","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novika Solutions; Defence Research and Development Canada","funders":"","keywords":"Spectroscopy; Laser; Excited state; Laser-induced breakdown spectroscopy; Materials science; Range (aeronautics); Optoelectronics; Optics; Atomic physics; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003478224,0.00055965,0.0005387233,0.0003743917,0.0007492788,0.0001876208,0.0004329701,0.0001438174,0.002242723],"category_scores_gemma":[0.000005947965,0.0006555211,0.000138333,0.0007891563,0.00003542625,0.0003557461,0.0001609024,0.001032543,0.00006835495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002323234,"about_ca_system_score_gemma":0.0001566978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002375724,"about_ca_topic_score_gemma":0.000102698,"domain_scores_codex":[0.9969367,0.0001134676,0.0006035806,0.0006869895,0.0007599893,0.000899271],"domain_scores_gemma":[0.9988116,0.0001064815,0.0001883832,0.0006551089,0.0000353793,0.0002030164],"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":[0.0001622822,0.0001411242,0.00003976586,0.00002339557,0.0001124593,0.00002082757,0.0001014604,0.01957167,0.9454588,0.03270276,0.001430124,0.0002352879],"study_design_scores_gemma":[0.001213758,0.0003016934,0.0001362753,0.00001169632,0.00007813858,0.00003313224,0.0003547932,0.02130825,0.9675348,0.005074044,0.003278577,0.0006747934],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335775,0.00002588902,0.04233478,0.00009812539,0.002086067,0.0004406409,0.00008040002,0.0009033186,0.02045324],"genre_scores_gemma":[0.9843641,0.0000509265,0.01399169,0.0001928537,0.0005230305,0.0002715829,0.0003521174,0.000165533,0.00008819435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05078654,"threshold_uncertainty_score":0.9995896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341962700596966,"score_gpt":0.2556844954487427,"score_spread":0.2422648684427731,"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."}}