{"id":"W4252629840","doi":"10.1063/1.2930743","title":"New books","year":2008,"lang":"en","type":"article","venue":"Physics Today","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Art history; Library science; Humanities; Philosophy; Engineering physics; Art; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006031762,0.001056468,0.00114484,0.002623811,0.001673023,0.009293667,0.001912996,0.002099374,0.5744598],"category_scores_gemma":[0.003003489,0.0005159205,0.0007580135,0.003307291,0.001161438,0.007943508,0.003740744,0.003294703,0.4480554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002096345,"about_ca_system_score_gemma":0.002878798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002527844,"about_ca_topic_score_gemma":0.004988692,"domain_scores_codex":[0.9989551,0.0001030004,0.00006579093,0.0002747146,0.000503489,0.00009789086],"domain_scores_gemma":[0.9989811,0.0001919859,0.00004579516,0.000204232,0.0003594861,0.0002172925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001747107,0.00002620427,0.0001421441,0.0002764968,0.000005625212,0.00008318129,0.0001977901,0.0000943106,0.000189676,0.03129216,0.799326,0.168349],"study_design_scores_gemma":[0.000001027256,0.000001892053,0.00006014323,0.00008644791,7.867478e-7,0.00005034836,0.00004629072,0.00001303548,0.00001971238,0.001814866,0.9979031,0.000002323697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0004215325,0.02083726,0.002339413,0.00665964,0.006989621,0.00007965101,0.003003331,0.0009413792,0.9587282],"genre_scores_gemma":[0.002173001,0.01082177,0.0015566,0.001883867,0.001276585,0.00005266535,0.001904785,0.0005080773,0.9798227],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5744598,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898580239884809,"score_gpt":0.2708353810355055,"score_spread":0.2518495786366574,"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."}}