{"id":"W2324689485","doi":"10.1017/s1431927612001468","title":"What Remains to Be Done to Allow Quantitative X-Ray Microanalysis Performed with EDS to Become a True Characterization Technique?","year":2012,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ionization; Cross section (physics); Microanalysis; Electron; X-ray; Atomic physics; Characterization (materials science); Computation; Physics; Beam (structure); Absorption (acoustics); Computational physics; Optics; Chemistry; Mathematics; Quantum mechanics; Ion; Algorithm","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"],"consensus_categories":[],"category_scores_codex":[0.0007296125,0.0007010399,0.00119245,0.001259618,0.0006098814,0.000616978,0.0004767173,0.0001322334,0.0006865517],"category_scores_gemma":[0.00002252875,0.0006108508,0.0004255398,0.003466807,0.0001129405,0.001208631,0.0002188345,0.0003064188,0.0002250154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529642,"about_ca_system_score_gemma":0.00008173997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006831505,"about_ca_topic_score_gemma":0.0005744682,"domain_scores_codex":[0.9964532,0.0001637945,0.0007489505,0.001054672,0.0003991795,0.001180237],"domain_scores_gemma":[0.9975719,0.00007717712,0.0002708356,0.000868638,0.0003113556,0.0009000535],"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":[0.0002965447,0.0003352436,0.06429131,0.00002370809,0.001398906,0.000002246468,0.005421309,0.00006900149,0.9257504,0.0001835825,0.0003688651,0.001858861],"study_design_scores_gemma":[0.0007598055,0.0006785063,0.03686715,0.0002822722,0.003518988,0.000005424681,0.007636453,0.0001397777,0.9279904,0.00003498656,0.0203872,0.001699059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8126546,0.0002339338,0.1832896,0.002546529,0.00009694967,0.0008479693,0.000183331,0.00005403135,0.00009313873],"genre_scores_gemma":[0.9386467,0.0001319114,0.05540827,0.001982332,0.0002636428,0.0004417728,0.0006043125,0.00008676452,0.002434316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1278813,"threshold_uncertainty_score":0.9996343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058269588245043,"score_gpt":0.2761298423854656,"score_spread":0.2655471465030151,"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."}}