{"id":"W2170680498","doi":"10.1039/c1nr10510h","title":"High resolution mapping of surface reduction in ceria nanoparticles","year":2011,"lang":"en","type":"article","venue":"Nanoscale","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":153,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Valency; Materials science; Electron energy loss spectroscopy; Scanning transmission electron microscopy; Vacancy defect; Transmission electron microscopy; Faceting; High-resolution transmission electron microscopy; Cerium; Nanoparticle; Cerium oxide; Crystallography; Chemical physics; Nanotechnology; Chemistry; Oxide","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007688369,0.00009569258,0.000187812,0.00007065263,0.00005430528,0.00002164929,0.000306596,0.00006619978,0.0004804777],"category_scores_gemma":[0.000123258,0.00009243991,0.00002221523,0.0003961763,0.0002452409,0.0003849907,0.0001133306,0.00004343021,0.000115112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006772671,"about_ca_system_score_gemma":0.00005900794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008644165,"about_ca_topic_score_gemma":0.00003339273,"domain_scores_codex":[0.998722,0.00006170296,0.0003950061,0.0003021793,0.0002417795,0.0002773928],"domain_scores_gemma":[0.9993978,0.00002207944,0.0001683443,0.000295351,0.00007127465,0.0000451318],"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":[0.00004677517,0.00006867272,0.0004389815,0.00003824767,5.996645e-7,0.000001857229,0.001041716,0.0001095182,0.9972788,0.0008048195,0.00006710686,0.0001029058],"study_design_scores_gemma":[0.0002020061,0.00004280072,0.007642928,0.00005683662,0.000003335824,0.00001112244,0.0002229431,0.00009476483,0.988509,0.003069071,0.00004185138,0.0001033479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976709,0.00007612595,0.0003473957,0.00004404392,0.001091695,0.0001314962,0.00001076775,0.00005713752,0.0005704648],"genre_scores_gemma":[0.9850917,0.00001092112,0.01474341,0.000008649155,0.00003498778,0.000007610798,0.000001737288,0.000008538927,0.00009239962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01439602,"threshold_uncertainty_score":0.5260894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03204098950522853,"score_gpt":0.2436371783596117,"score_spread":0.2115961888543832,"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."}}