{"id":"W2018514161","doi":"10.1107/s0909049507029962","title":"Three-dimensional chemical mapping by scanning transmission X-ray spectromicroscopy","year":2007,"lang":"en","type":"article","venue":"Journal of Synchrotron Radiation","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Energy","keywords":"Materials science; Chemical imaging; Resolution (logic); Image resolution; Polystyrene; Optics; X-ray; Microscope; Microstructure; Visualization; Acrylate; Computer science; Physics; Composite material; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000156861,0.0003866986,0.0002203997,0.0004130131,0.0002327186,0.0004899652,0.0004358997,0.0002841782,0.002036508],"category_scores_gemma":[0.0002923688,0.0002970706,0.000186162,0.0004115637,0.0003836661,0.0005096214,0.0004039884,0.000514804,0.0006349927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876075,"about_ca_system_score_gemma":0.0002242436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005350375,"about_ca_topic_score_gemma":0.0007011597,"domain_scores_codex":[0.9999107,0.000009794176,0.000007064276,0.00001669206,0.00004428368,0.00001136363],"domain_scores_gemma":[0.9997563,0.00007355391,0.00005620599,0.00004570896,0.00005088433,0.00001728949],"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":[0.00001568248,0.000006712992,0.0001955318,0.00003815189,0.000003649519,0.00004778247,0.00001552166,0.0002236202,0.9953254,0.0003382557,0.00006515288,0.003724454],"study_design_scores_gemma":[0.00001044064,0.00007029281,0.002322578,0.000006156485,0.000009757547,0.0005516977,0.00003542265,0.009464955,0.9845776,0.0003614651,0.002569072,0.00002048487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5621796,0.001566004,0.4274488,0.0002798692,0.00007834577,0.0001572644,0.0009270378,0.002285068,0.005077919],"genre_scores_gemma":[0.6370134,0.002081068,0.3580651,0.00007141099,0.00002449047,0.0001738178,0.0003700733,0.0001218739,0.002078614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002036508,"threshold_uncertainty_score":0.006812811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0059658751856446,"score_gpt":0.2606870130527496,"score_spread":0.254721137867105,"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."}}