{"id":"W1990610875","doi":"10.1063/1.3625377","title":"Applications of Hard X‐ray Full‐Field Transmission X‐ray Microscopy at SSRL","year":2011,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Basic Energy Sciences; National Institutes of Health; National Institute of Biomedical Imaging and Bioengineering; U.S. Department of Energy","keywords":"XANES; Beamline; Synchrotron radiation; X-ray; Optics; Materials science; Synchrotron; Microscopy; Absorption (acoustics); Phase-contrast imaging; Transmission electron microscopy; Phase contrast microscopy; Nanotechnology; Physics; Spectral line","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001255691,0.0002300564,0.0003277568,0.0001108921,0.000196697,0.00004594425,0.000421583,0.00008962601,0.003596603],"category_scores_gemma":[0.000004188854,0.0002083134,0.0001793791,0.000341167,0.0001269695,0.0002677559,0.00006299585,0.0002100548,0.0001419903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002264599,"about_ca_system_score_gemma":0.00007512484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002729076,"about_ca_topic_score_gemma":0.000003484644,"domain_scores_codex":[0.9986494,0.00000672247,0.0003671543,0.0004262614,0.0001992834,0.0003512363],"domain_scores_gemma":[0.999128,0.00002155165,0.0002151837,0.000202185,0.0002852026,0.0001478842],"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":[0.0001039531,0.0002396115,0.1554539,0.00005747955,0.00009936452,2.421474e-7,0.003402096,1.709516e-7,0.8068964,0.02128712,0.001125864,0.01133374],"study_design_scores_gemma":[0.0006921973,0.0004531139,0.01089839,0.0001896274,0.0003448709,0.000001249246,0.002578632,0.00139641,0.9528862,0.01496192,0.01491788,0.0006795104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3937935,0.0001254643,0.5452466,0.0004493082,0.00006566669,0.0006184008,0.00003510735,0.0001014298,0.05956455],"genre_scores_gemma":[0.9857088,0.0000330969,0.01245237,0.00004998202,0.00009799743,0.0001237022,0.00001676584,0.00001827027,0.001499003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5919154,"threshold_uncertainty_score":0.9973142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579355157472955,"score_gpt":0.2525694878284518,"score_spread":0.2367759362537223,"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."}}