{"id":"W172384848","doi":"10.1007/978-1-62703-776-1_34","title":"3D Chemical Mapping: Application of Scanning Transmission (Soft) X-ray Microscopy (STXM) in Combination with Angle-Scan Tomography in Bio-, Geo-, and Environmental Sciences","year":2013,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Tomography; Microscopy; Chemical imaging; Materials science; Optics; Nanotechnology; Remote sensing; Physics; Hyperspectral imaging; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004238308,0.0001242529,0.0002100951,0.000299039,0.00002219579,0.000008296286,0.0001354441,0.00006273189,0.000006456234],"category_scores_gemma":[0.000006182114,0.0001126147,0.00002300495,0.0003765001,0.0003886777,0.00005855701,0.00004439093,0.0001480211,1.2792e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727103,"about_ca_system_score_gemma":0.00001315646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000241484,"about_ca_topic_score_gemma":9.70481e-7,"domain_scores_codex":[0.9989614,0.0002204141,0.0002429769,0.0003277752,0.00005175506,0.0001956104],"domain_scores_gemma":[0.9996782,0.00006541408,0.00009918347,0.0001217702,0.000008854729,0.00002655458],"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":[0.000005182409,0.00006822064,0.2183324,0.000005705755,0.000002633976,2.289491e-7,0.0001290646,0.00003005959,0.6877412,0.0004454204,2.314767e-7,0.09323967],"study_design_scores_gemma":[0.000650175,0.0001203942,0.0210969,0.00006841864,0.000004105552,8.787822e-7,0.0002665879,0.007091177,0.938606,0.03181558,0.00009705479,0.0001827138],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4239312,0.0001089497,0.5756204,0.00005649198,0.000003977529,0.0002327416,0.000001840578,0.000007359754,0.00003698594],"genre_scores_gemma":[0.4933283,0.000002923477,0.5065657,0.00001520939,0.000002022803,0.0000652934,0.0000148897,0.000005281352,4.183595e-7],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2508648,"threshold_uncertainty_score":0.4592295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008230630811583588,"score_gpt":0.3205133326796424,"score_spread":0.3122827018680588,"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."}}