{"id":"W1606550938","doi":"10.1016/j.ultramic.2015.08.003","title":"Vibrational-loss EELS and the avoidance of radiation damage","year":2015,"lang":"en","type":"article","venue":"Ultramicroscopy","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electron energy loss spectroscopy; Delocalized electron; Monochromator; Atomic physics; Scattering; Optics; Electron; Resolution (logic); Molecular vibration; Materials science; Molecular physics; Beam (structure); Chemistry; Physics; Raman spectroscopy; Transmission electron microscopy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001633438,0.0000802489,0.000091077,0.00001269226,0.00006042155,0.00001456939,0.0001137332,0.0000561849,0.000002351297],"category_scores_gemma":[0.00005223073,0.00006079169,0.00002864659,0.00006638963,0.0002693097,0.000005440318,0.0000298782,0.00005609358,0.000001808379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008141845,"about_ca_system_score_gemma":0.00004914835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220258,"about_ca_topic_score_gemma":0.000004067494,"domain_scores_codex":[0.9995068,0.00003190335,0.0001381569,0.0001584774,0.00005887753,0.000105739],"domain_scores_gemma":[0.9995824,0.00001739863,0.0000868282,0.0002174556,0.00006030852,0.00003560875],"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":[0.00007611526,0.00001625385,0.0006669571,0.000004220795,0.000007403329,5.665022e-8,0.00006099232,0.00004826293,0.9922946,0.004878282,0.0009953401,0.0009514894],"study_design_scores_gemma":[0.0006670983,0.00006789071,0.0003915598,0.000003772675,0.000006453427,0.000005376075,0.00002987627,0.00006895929,0.9790443,0.002791208,0.01685376,0.00006970649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8366433,0.001180944,0.160789,0.0005720519,0.00002899538,0.0002842901,0.00003479322,0.00001532673,0.0004512405],"genre_scores_gemma":[0.98564,0.0005848355,0.01304333,0.0003194074,0.00006190254,0.00004005706,0.00009547175,0.00001153071,0.0002034918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489966,"threshold_uncertainty_score":0.2479013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006030054361116012,"score_gpt":0.2946755484390509,"score_spread":0.2886454940779349,"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."}}