{"id":"W2560789330","doi":"10.1017/s143192761600564x","title":"Taking Advantage of Scattering Delocalization To Reduce Radiation Damage In Vibrational or Valence-Loss EELS and Energy-Filtered TEM Images","year":2016,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Integrated Circuits and Semiconductor Failure Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Valence (chemistry); Delocalized electron; Materials science; Scattering; Radiation; Molecular physics; Atomic physics; Optics; Chemistry; Physics; Quantum mechanics","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":[0.0006848517,0.0008848791,0.0003310298,0.001004586,0.0005064397,0.0008984216,0.0005705169,0.00052314,0.003514328],"category_scores_gemma":[0.0009428347,0.0005481785,0.0003379417,0.0003977585,0.0004905412,0.0009755763,0.0004644098,0.001179403,0.000444305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000638257,"about_ca_system_score_gemma":0.0005818398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716725,"about_ca_topic_score_gemma":0.004433837,"domain_scores_codex":[0.9997306,0.00002501207,0.00001812841,0.00006483321,0.0001072918,0.00005412747],"domain_scores_gemma":[0.99942,0.0001254949,0.0001128674,0.00008167894,0.0002028638,0.00005704186],"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":[0.0000784456,0.00002381082,0.0002261968,0.00006105744,0.000009553988,0.00003090958,0.00004800921,0.000381902,0.9929582,0.0008060306,0.0001277321,0.005248029],"study_design_scores_gemma":[0.000005665963,0.00002726615,0.0008211448,0.000005570264,0.000009173974,0.00008183827,0.00002347483,0.004034311,0.9937068,0.0001708122,0.001106497,0.000007518011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6135184,0.001190346,0.3736994,0.0006185899,0.00012615,0.0001325431,0.000350315,0.002211119,0.008153191],"genre_scores_gemma":[0.7230864,0.000917321,0.2653025,0.0003342729,0.00002064342,0.0001269689,0.0005503734,0.0008163047,0.008845268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003514328,"threshold_uncertainty_score":0.0117566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00905545461885847,"score_gpt":0.2438933678419229,"score_spread":0.2348379132230644,"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."}}