{"id":"W6980637790","doi":"","title":"Comparative study of two commercial échelle spectrometers equipped with intensified CCD for LIBS analysis and plasma diagnostics","year":2006,"lang":"en","type":"other","venue":"NPARC","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spectrometer; Plasma diagnostics; Plasma; Data acquisition; Calibration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004345381,0.0002263112,0.0006008943,0.0004700388,0.00001853462,0.00001550983,0.0000941147,0.00007985075,0.0001442517],"category_scores_gemma":[0.00001136903,0.0002123296,0.00005308746,0.0002950242,0.00004063942,0.00001279514,0.00001480538,0.0001345464,0.000002261138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002531671,"about_ca_system_score_gemma":0.00001497926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001812845,"about_ca_topic_score_gemma":0.004202876,"domain_scores_codex":[0.9993482,0.00001628015,0.0001897589,0.0001741059,0.0001063877,0.0001652988],"domain_scores_gemma":[0.9994312,0.000200798,0.00007049689,0.0002061868,0.00003932798,0.00005198798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001489611,0.001045865,0.01153039,0.0007083088,0.01082542,0.00001194436,0.009574837,0.03616516,0.001615157,0.0009694349,0.9260018,0.001402676],"study_design_scores_gemma":[0.04502663,0.00996111,0.09234645,0.001601057,0.03425588,0.00003653153,0.01733729,0.3428458,0.01252687,0.001056162,0.4327828,0.01022336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4592921,0.0004078647,0.04374862,0.00005814219,0.000896365,0.002312913,0.0004763814,0.0007138937,0.4920937],"genre_scores_gemma":[0.9718626,0.00005119578,0.008092771,0.00001027722,0.0001952263,0.00008520018,0.0001537736,0.0002196473,0.01932938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5125704,"threshold_uncertainty_score":0.865855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697574374669292,"score_gpt":0.2918824982056724,"score_spread":0.2649067544589795,"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."}}