{"id":"W129285576","doi":"","title":"Development of laser induced breakdown spectroscopy instrumentatin for safeguards applications","year":2010,"lang":"en","type":"paratext","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laser-induced breakdown spectroscopy; National laboratory; Instrumentation (computer programming); Advisory committee; European commission; Commission; Engineering; Library science; Political science; Environmental science; Business; Computer science; Public administration; European union; Laser; Engineering physics; Physics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003808849,0.0003726099,0.0006241619,0.0004476439,0.000204108,0.00007573022,0.0004169809,0.0004876439,0.0003455926],"category_scores_gemma":[0.0000289291,0.0003598831,0.0001458325,0.0004701209,0.0002930239,0.0004323851,0.0001090671,0.0003052033,0.00007600745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009117097,"about_ca_system_score_gemma":0.0003631234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069305,"about_ca_topic_score_gemma":0.00006430689,"domain_scores_codex":[0.9974861,0.00001272431,0.001366761,0.0002822822,0.0005035551,0.0003485651],"domain_scores_gemma":[0.9983526,0.0001377069,0.0006017503,0.0004665239,0.0002948075,0.0001466089],"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":[0.0005612905,0.001282832,0.00004921278,0.00585426,0.0009571963,6.768168e-7,0.0001235703,0.002333824,0.7837564,0.02447179,0.1411919,0.03941711],"study_design_scores_gemma":[0.0004859079,0.0001077148,0.0002865518,0.0001160063,0.00006013665,0.000003845745,0.000007870908,0.00003438499,0.6072465,0.00005813145,0.3913028,0.0002902311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6085368,0.0002174933,0.06564858,0.00009816548,0.003713026,0.002902799,0.006674968,0.0002763877,0.3119318],"genre_scores_gemma":[0.9020826,0.0001207573,0.07790724,0.00002664151,0.00007863472,0.0005660336,0.01809518,0.00004066515,0.001082194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3108496,"threshold_uncertainty_score":0.9998853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109008139583283,"score_gpt":0.2424714344941575,"score_spread":0.2313813530983247,"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."}}