{"id":"W4220937214","doi":"10.1021/acsomega.2c00228","title":"X-ray Spectroptychography","year":2022,"lang":"en","type":"review","venue":"ACS Omega","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ptychography; Microscopy; Microanalysis; Resolution (logic); Synchrotron; X-ray; Optics; Synchrotron radiation; Nanotechnology; Materials science; Computer science; Physics; Diffraction; Chemistry; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001369873,0.0004788084,0.001107529,0.0003040653,0.0001632223,0.00006169482,0.0007728183,0.00006118568,0.0006628928],"category_scores_gemma":[0.000006413603,0.0004388175,0.0007025287,0.0006815225,0.0000654922,0.0001272421,0.0003031729,0.0008687875,0.0001259582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007463773,"about_ca_system_score_gemma":0.0001078499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002354726,"about_ca_topic_score_gemma":1.358033e-7,"domain_scores_codex":[0.998296,0.00009965061,0.0004125097,0.0005346578,0.0002407805,0.0004163869],"domain_scores_gemma":[0.9985488,0.0001398126,0.0003411049,0.0008713192,0.00001842717,0.00008052363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.750192e-7,0.00005513519,0.00001883439,0.000462437,0.0001540814,0.000005603092,0.00001092028,3.863781e-7,3.008412e-7,0.008741535,0.00605219,0.984498],"study_design_scores_gemma":[0.0000569747,0.00002604411,5.839121e-7,0.0005152875,0.0002498228,0.000002209373,0.00001156201,2.161467e-7,0.000002495829,0.007246905,0.991451,0.0004368676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.011525e-7,0.9643529,0.003061632,0.00001386829,0.0002569874,0.000554298,0.0001344744,0.0003279438,0.031297],"genre_scores_gemma":[0.00003614381,0.9916663,0.005553709,0.00002977357,0.0005527243,0.0005757356,0.0004093244,0.0001305188,0.00104574],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9853988,"threshold_uncertainty_score":0.9998063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03492111548511001,"score_gpt":0.3395866711438131,"score_spread":0.3046655556587031,"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."}}