{"id":"W2337687803","doi":"10.1039/9781847558183-00651","title":"Recent Advances in XPS of Non-Conductors","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Western University","funders":"","keywords":"Honour; Pleasure; Art; History; Classics; Psychology; Archaeology; Neuroscience","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003969036,0.0002682561,0.0004840931,0.0002735143,0.00001960245,0.00001362356,0.0003084045,0.0002661789,0.00760944],"category_scores_gemma":[0.00001289998,0.0002259644,0.00007366732,0.00004976895,0.000138609,0.0001555989,0.00005926622,0.0002617804,0.00009929878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308568,"about_ca_system_score_gemma":0.00009435619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003210417,"about_ca_topic_score_gemma":0.0006360825,"domain_scores_codex":[0.9984859,0.000009230649,0.0004990682,0.0003812023,0.0002994436,0.0003251031],"domain_scores_gemma":[0.9992449,0.00003913973,0.0002392013,0.0003389533,0.00008126566,0.00005648537],"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":[0.00009465168,0.00006797649,0.00004785064,0.0001184388,0.000008450143,0.00002436437,0.00009228861,0.000001217131,0.6810611,0.2815158,0.002765463,0.03420234],"study_design_scores_gemma":[0.00007994551,0.00016979,0.000008362966,0.0001136296,0.000005801522,0.000001953083,0.000005973592,8.508911e-7,0.6186914,0.01189087,0.3688311,0.0002002935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001861432,0.006470474,0.0004093679,0.00004732664,0.0002820552,0.0003145646,0.00001078218,0.0001290536,0.9904749],"genre_scores_gemma":[0.009830949,0.1194312,0.02815472,0.000717476,0.0003690397,0.00003311089,0.00004405622,0.0001856609,0.8412337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3660656,"threshold_uncertainty_score":0.9932978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214597347645367,"score_gpt":0.3112857549331589,"score_spread":0.2891397814567052,"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."}}