{"id":"W2147425735","doi":"10.1016/j.micron.2006.06.004","title":"Valence state map of iron oxide thin film obtained from electron spectroscopy imaging series","year":2006,"lang":"en","type":"article","venue":"Micron","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Science Council","keywords":"Materials science; Spectroscopy; Electron energy loss spectroscopy; Spectral line; Deconvolution; Analytical Chemistry (journal); Valence (chemistry); Optics; Chemistry; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003208284,0.0003152306,0.0003832733,0.0001084832,0.0001322184,0.0001090283,0.0004605102,0.00006946191,0.0004481163],"category_scores_gemma":[0.00001181723,0.0003052346,0.00009387035,0.0001398348,0.0001982716,0.0004124636,0.00009133064,0.0002201651,0.0001240318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002138941,"about_ca_system_score_gemma":0.0001126295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004099501,"about_ca_topic_score_gemma":0.0004473982,"domain_scores_codex":[0.9978004,0.0001106042,0.0004840861,0.0005563197,0.000290271,0.0007583417],"domain_scores_gemma":[0.9990731,0.00004659129,0.0002693275,0.0004840915,0.00006827531,0.00005862904],"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":[0.0001519428,0.00007809638,0.002131909,0.00003665894,0.00000379272,0.000009866008,0.0001158342,0.00003926095,0.9858284,0.0006236541,0.01095208,0.00002850502],"study_design_scores_gemma":[0.0002625431,0.000196371,0.00305399,0.00005582094,0.0000196405,0.000006403146,0.00003390965,0.0000892063,0.9822111,0.01058769,0.003176559,0.0003068289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912772,0.00171383,0.004449515,0.0005761727,0.0001450112,0.0002765324,0.000116245,0.0004515012,0.0009939497],"genre_scores_gemma":[0.956362,0.0001086766,0.04011149,0.0001614767,0.0001266407,0.00002134635,0.00009466824,0.00005755583,0.002956153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03566197,"threshold_uncertainty_score":0.99994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003607509122056147,"score_gpt":0.2312293066794391,"score_spread":0.2276217975573829,"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."}}