{"id":"W6892081456","doi":"10.48660/17030049","title":"Arithmetic Structures in Spectral Models of Gravity","year":2017,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Spectral analysis; Spectrum (functional analysis); Mathematical model; Stability (learning theory)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001496248,0.0002927943,0.0005986329,0.0004937477,0.00001720343,0.00002371848,0.0005766035,0.0003089188,0.001161515],"category_scores_gemma":[0.00004561219,0.0002749607,0.0001092146,0.00008324797,0.0001990012,0.00004816429,0.00008437871,0.0003271967,0.0003625301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000886852,"about_ca_system_score_gemma":0.00008289251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005912553,"about_ca_topic_score_gemma":0.01029984,"domain_scores_codex":[0.9987653,0.00006087823,0.0001829618,0.0003518889,0.0003303624,0.0003085345],"domain_scores_gemma":[0.9985309,0.00001408979,0.0004290528,0.0009480201,0.00001856348,0.00005934785],"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":[0.00008907426,0.0002519117,0.003128695,0.0006174106,0.00028158,0.0001332492,0.0005375947,0.0006097495,0.001371465,0.02418154,0.9651752,0.003622611],"study_design_scores_gemma":[0.003697929,0.000148693,0.03560662,0.001961283,0.0003699259,0.00003579544,0.00003564599,0.002324446,0.002179174,0.4563537,0.4948938,0.002393008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002836403,0.001283897,0.00006944547,0.000009430993,0.0002543881,0.0003657566,0.0008714919,0.0001306429,0.9941785],"genre_scores_gemma":[0.5555195,0.00007881333,0.003156308,0.00001198728,0.0004830591,0.0000279063,0.0000834265,0.001584949,0.439054],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5551245,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812419575937571,"score_gpt":0.2852855022901563,"score_spread":0.2571613065307806,"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."}}