{"id":"W2280642469","doi":"10.1007/978-3-540-85156-1_204","title":"Investigation of the valency distribution in Cu1.2Mn1.8O4 using quantitative EELS near-edge structures analysis","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Brockhouse Institute for Materials Research","funders":"","keywords":"Valency; Electron energy loss spectroscopy; Synchrotron; Materials science; Transmission electron microscopy; Resolution (logic); Spectrometer; Energy distribution; Spectroscopy; Optics; Atomic physics; Physics; Nanotechnology; Computer science","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":[0.0003821864,0.0003005638,0.0005492507,0.0001965847,0.0001252996,0.0000735968,0.0003641658,0.0002828341,0.0005835984],"category_scores_gemma":[0.00004962529,0.000216254,0.0002410445,0.0003322871,0.0003502808,0.0001648427,0.00006747532,0.0002967817,0.000005453141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003593403,"about_ca_system_score_gemma":0.0001983166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006089168,"about_ca_topic_score_gemma":0.0005854241,"domain_scores_codex":[0.9982251,0.000103311,0.0005766989,0.0004255152,0.0004091154,0.0002602804],"domain_scores_gemma":[0.9987512,0.00005788505,0.000547708,0.0004449977,0.0001517056,0.00004648525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002475546,0.000008890173,0.0007805388,0.00003432061,0.00006138742,0.000001464461,0.0002271024,0.0001631326,0.3677525,0.630614,0.0001578889,0.0001740414],"study_design_scores_gemma":[0.0001242763,0.0001803813,0.007843128,0.0001760481,0.0004920705,0.000002098358,0.00001992541,0.001125574,0.7107833,0.2784292,0.0004266106,0.0003973818],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250925,0.0009650374,0.01980194,0.0003413115,0.0002813954,0.001379421,0.000487861,0.0002972416,0.05135325],"genre_scores_gemma":[0.9703721,0.0001375287,0.01716202,0.0001585892,0.00005767224,0.000007971115,0.0002241872,0.0000399842,0.01183991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3521848,"threshold_uncertainty_score":0.8818583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03271471519263419,"score_gpt":0.3014635420948863,"score_spread":0.2687488269022522,"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."}}