{"id":"W2901527762","doi":"10.1090/conm/720/14520","title":"Fundamentals of spectral theory","year":2018,"lang":"en","type":"other","venue":"Contemporary mathematics - American Mathematical Society","topic":"Solid-state spectroscopy and crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Mathematics; Spectral theory; Pure mathematics; Hilbert space","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001232782,0.0008362263,0.002063355,0.0001643914,0.0001201163,0.000102944,0.00105562,0.0003489864,0.02458857],"category_scores_gemma":[0.0001373485,0.0006848392,0.001046222,0.0005591584,0.004255134,0.0001138938,0.0003060703,0.0003065619,0.001474061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008236545,"about_ca_system_score_gemma":0.0002219621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004358171,"about_ca_topic_score_gemma":0.000003246302,"domain_scores_codex":[0.9960297,0.0002225946,0.001282886,0.0007820097,0.0009257569,0.0007571002],"domain_scores_gemma":[0.9958026,0.0005707789,0.001900956,0.001335093,0.00008602894,0.0003045867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005870547,0.001577895,0.00005154268,0.003711401,0.000779981,0.00001712365,0.004209829,3.02482e-7,0.03168663,0.09158594,0.8661913,0.0001293269],"study_design_scores_gemma":[0.002493519,0.00237246,0.00002643692,0.0053963,0.001024716,0.00006395306,0.02859138,0.0005419519,0.05519876,0.6633642,0.236542,0.004384292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006431681,0.001059003,0.03807556,0.00007687281,0.0003145224,0.001276833,0.0004429393,0.0008244616,0.9514982],"genre_scores_gemma":[0.06113878,0.0006199004,0.4253859,0.0008214889,0.001430864,0.0003465694,0.0001842047,0.002727388,0.5073449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6296493,"threshold_uncertainty_score":0.9995603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004074406572327,"score_gpt":0.2846030283390036,"score_spread":0.2645622842732803,"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."}}