{"id":"W2032383608","doi":"10.1088/1742-6596/493/1/012028","title":"Lithographically-fabricated channel arrays for confocal x-ray fluorescence microscopy and XAFS","year":2014,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"Cornell Center for Materials Research; National Science Foundation","keywords":"Optics; Collimated light; Advanced Photon Source; Condenser (optics); Confocal; Beamline; Materials science; Microscope; Synchrotron; Microscopy; Confocal microscopy; Image resolution; Optoelectronics; Physics; Beam (structure); Laser; Light source","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":[0.00032875,0.0004381041,0.000463398,0.0005075057,0.000507654,0.0004275208,0.0008726938,0.0005896018,0.004100426],"category_scores_gemma":[0.0005905872,0.0006307623,0.0003050149,0.000426642,0.0003166255,0.0005155698,0.0003456807,0.0008232924,0.001590375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006164241,"about_ca_system_score_gemma":0.00098955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008322127,"about_ca_topic_score_gemma":0.003284609,"domain_scores_codex":[0.9996597,0.00002035837,0.00002443806,0.0001008191,0.0001180609,0.00007658729],"domain_scores_gemma":[0.9995072,0.0001672189,0.00007145177,0.0001188906,0.00009090466,0.00004425854],"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":[0.00004975759,0.00004454613,0.0002547023,0.00009048952,0.000005527298,0.00004672479,0.00004228336,0.001153194,0.9890876,0.001548841,0.0009085049,0.006767842],"study_design_scores_gemma":[0.00002650929,0.0000997457,0.00134236,0.000009964943,0.00000980742,0.0001150031,0.00002312702,0.01076032,0.9767739,0.0003747645,0.01042856,0.00003601271],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.433188,0.001089498,0.5411288,0.0003290453,0.0005327078,0.001133058,0.004919483,0.006558938,0.01112049],"genre_scores_gemma":[0.2913204,0.0006233961,0.7006837,0.0001046951,0.00005517337,0.001463273,0.001363604,0.0003816383,0.004004122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004100426,"threshold_uncertainty_score":0.01371723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118201921522164,"score_gpt":0.2508073201571365,"score_spread":0.2396253009419149,"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."}}