{"id":"W2075753951","doi":"10.1063/1.3463283","title":"Decision Process for Comparison of Partial and Complete XANES Spectra","year":2010,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Synchrotron; McMaster University","keywords":"XANES; Spectral line; Monochromator; Deconvolution; Photon energy; Beamline; Analytical Chemistry (journal); Materials science; Chemistry; Photon; Physics; Optics; Beam (structure); Wavelength","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00013359,0.0001604173,0.0003509814,0.00006715104,0.0001422883,0.00009637363,0.0002115849,0.00005221402,0.0002271213],"category_scores_gemma":[0.00002641189,0.0001414805,0.00007748279,0.0001485582,0.0001607762,0.0002431999,0.00003416522,0.0001987179,0.000005606015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003353481,"about_ca_system_score_gemma":0.00004984291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000514655,"about_ca_topic_score_gemma":0.00001232105,"domain_scores_codex":[0.9989634,0.000002123176,0.0003017051,0.0003085438,0.0001688694,0.0002553462],"domain_scores_gemma":[0.9992361,0.00005969343,0.0001923279,0.00009092574,0.0003300483,0.00009089628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009191129,0.0001439225,0.6153117,0.00005834284,0.000049266,6.528692e-8,0.001864807,8.470331e-7,0.2991449,0.07590237,0.0001317384,0.007300044],"study_design_scores_gemma":[0.002506277,0.0009557948,0.06733792,0.0002548362,0.0005012391,0.000002992554,0.01054028,0.1856834,0.5518622,0.1760691,0.003164155,0.001121694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642702,0.00001366664,0.03381978,0.0001611255,0.00007590241,0.0002423609,0.00002335139,0.00002099955,0.001372642],"genre_scores_gemma":[0.9963524,0.000002167458,0.003328589,0.00001285762,0.0002047296,0.00004511679,0.0000115399,0.00001100362,0.00003161701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5479739,"threshold_uncertainty_score":0.5769407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812388759841235,"score_gpt":0.3194634529389344,"score_spread":0.2913395653405221,"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."}}