{"id":"W2511692255","doi":"10.1346/cms-wls-21-5","title":"High-Speed, Coupled Micro-Beam XRD/XRF/XAFS Mapping at GSECARS","year":2016,"lang":"en","type":"book-chapter","venue":"Clay Minerals Society eBooks","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission; Queen's University","funders":"","keywords":"X-ray absorption fine structure; Materials science; Beam (structure); Optics; Physics; Spectroscopy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002671672,0.001120874,0.001420078,0.000117131,0.0005810125,0.0001569054,0.0006951215,0.0006351679,0.004835468],"category_scores_gemma":[0.000002724968,0.0009699865,0.002398604,0.00004834858,0.0005152146,0.0001135677,0.0003008176,0.0008103417,0.001170257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003744535,"about_ca_system_score_gemma":0.0002029632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001663301,"about_ca_topic_score_gemma":0.00001297333,"domain_scores_codex":[0.996212,0.0000269408,0.000938785,0.001245416,0.0005680855,0.001008746],"domain_scores_gemma":[0.9974439,0.0001288712,0.000732395,0.001129732,0.0002422213,0.0003228746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004469764,0.00005702983,0.0003439418,0.0001010745,0.003074493,0.00001723995,0.00111543,0.00002173309,0.8142259,0.07728694,0.1019426,0.001768987],"study_design_scores_gemma":[0.005406737,0.0003493959,0.00006289877,0.002129547,0.002928771,0.00001397,0.0006484816,0.0004600253,0.137185,0.06619666,0.7780049,0.006613648],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03249577,0.0009165101,0.00127756,0.0005124726,0.0009133042,0.000995898,0.0008147905,0.0002553613,0.9618183],"genre_scores_gemma":[0.03684594,0.0001037459,0.001032432,0.0005749112,0.003473291,0.00004245416,0.0004710906,0.000230992,0.9572251],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6770409,"threshold_uncertainty_score":0.9996074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364143718099523,"score_gpt":0.2271811365399806,"score_spread":0.2135396993589854,"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."}}