{"id":"W1544161293","doi":"10.1002/9780470905203.ch23","title":"Validation of Phase Iron Detection with Synchrotron X‐Ray Fluorescence","year":2011,"lang":"en","type":"other","venue":"","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Synchrotron; X-ray fluorescence; Synchrotron radiation; Phase (matter); Materials science; Fluorescence; Physics; Optics","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":[0.002957196,0.0008158322,0.0004101725,0.001289874,0.0007790034,0.001227256,0.001466003,0.001015005,0.005597824],"category_scores_gemma":[0.00228063,0.0003433866,0.0004145879,0.0006282239,0.0007605948,0.0007403123,0.0008359325,0.0004167952,0.002851173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008478857,"about_ca_system_score_gemma":0.0008567399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0032451,"about_ca_topic_score_gemma":0.005105941,"domain_scores_codex":[0.9983836,0.0002832147,0.00007585643,0.0003510232,0.0007892852,0.0001170135],"domain_scores_gemma":[0.9987996,0.0002262075,0.0001078697,0.0003066413,0.0005126228,0.00004713357],"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":[0.0008962578,0.0003880778,0.007248063,0.0001544676,0.00004932164,0.000207848,0.0001669639,0.002814688,0.929961,0.003720061,0.003625419,0.05076779],"study_design_scores_gemma":[0.00003738551,0.000126937,0.002915371,0.00001081834,0.0000193927,0.000204428,0.00002987728,0.009775524,0.9720371,0.0002941998,0.01453231,0.00001672435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7115048,0.0005476607,0.2160766,0.0004360461,0.0001579241,0.0004724353,0.005066551,0.005231847,0.06050609],"genre_scores_gemma":[0.7646092,0.0005455146,0.1838708,0.0002236851,0.00003166897,0.0002975458,0.006858747,0.00123722,0.04232564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005597824,"threshold_uncertainty_score":0.01872659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007629769632493799,"score_gpt":0.2443435290285733,"score_spread":0.2367137593960795,"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."}}