{"id":"W2149802081","doi":"10.6028/jres.107.044","title":"Decomposition of wavelength dispersive x-ray spectra","year":2002,"lang":"en","type":"article","venue":"Journal of Research of the National Institute of Standards and Technology","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Wavelength; Spectral line; Emission spectrum; Electron microprobe; Spectrometer; Line (geometry); Optics; Absorption (acoustics); Materials science; Spectrum analyzer; Absorption spectroscopy; Analytical Chemistry (journal); Physics; Atomic physics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006469301,0.0009021505,0.0006685688,0.003625545,0.0005069455,0.001017714,0.0006562396,0.0004349996,0.01082305],"category_scores_gemma":[0.001607834,0.0003619744,0.0003663476,0.002540839,0.0002741202,0.0005379781,0.0005821596,0.001066949,0.004504711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114924,"about_ca_system_score_gemma":0.0005282369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006232728,"about_ca_topic_score_gemma":0.0008285342,"domain_scores_codex":[0.9992667,0.00004068229,0.00004679882,0.0001339467,0.0004589801,0.00005288658],"domain_scores_gemma":[0.999279,0.000127612,0.00004935818,0.00007591795,0.0004484825,0.00001969283],"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":[0.0002662152,0.0001230152,0.002157119,0.001211812,0.00005395745,0.0002977993,0.000324308,0.003453432,0.7237031,0.0043568,0.004641814,0.2594106],"study_design_scores_gemma":[0.00002691763,0.000337117,0.03083718,0.0002576046,0.0001518385,0.00194348,0.0009723656,0.0431696,0.719338,0.01058613,0.1922598,0.0001199152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1924638,0.007126872,0.736937,0.0004617787,0.0006358181,0.001130282,0.01198692,0.007938636,0.04131898],"genre_scores_gemma":[0.2136358,0.009008856,0.7315193,0.0004532869,0.00007458468,0.001447539,0.0107542,0.002093612,0.03101282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01082305,"threshold_uncertainty_score":0.03620666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676481082253714,"score_gpt":0.3643485133406259,"score_spread":0.3375837025180888,"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."}}