{"id":"W4288316861","doi":"10.48550/arxiv.1906.09362","title":"Random Finite Noncommutative Geometries and Topological Recursion","year":2019,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Noncommutative and Quantum Gravity Theories","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Noncommutative geometry; Moduli space; Mathematical physics; Recursion (computer science); Physics; Hermitian matrix; Omega; Mathematics; Space (punctuation); Matrix (chemical analysis); Pure mathematics; Combinatorics; Topology (electrical circuits); Quantum mechanics","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":[0.0003017684,0.0003706724,0.0006022949,0.0002022711,0.0002489242,0.00008534765,0.0004030579,0.00019427,0.0004329533],"category_scores_gemma":[0.00004052614,0.000358045,0.0002312884,0.0003045351,0.0005063026,0.0001814817,0.001125913,0.0008025837,0.0001046625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005138452,"about_ca_system_score_gemma":0.00008838951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003222158,"about_ca_topic_score_gemma":0.000007458228,"domain_scores_codex":[0.998478,0.0002938226,0.0001975843,0.0006563063,0.00006708503,0.0003071886],"domain_scores_gemma":[0.9979192,0.001060428,0.0002637092,0.0004996593,0.0001339816,0.0001230112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001138907,0.0003188825,0.1556151,0.0001515409,0.0006564549,0.00007955235,0.002342639,0.02924006,0.00003451842,0.8079261,0.0003760455,0.002120243],"study_design_scores_gemma":[0.003249173,0.0002774913,0.003563352,0.0001836983,0.0002583378,0.000001097389,0.005097724,0.01088548,0.0005321199,0.9726438,0.002448324,0.0008594398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826391,0.0001515542,0.1021342,0.00009100797,0.0003184286,0.0003673469,0.0002843179,0.00005342599,0.01396064],"genre_scores_gemma":[0.9962387,0.0001012736,0.0001652427,0.00004266137,0.0001138431,0.000001805815,0.000161106,0.00002053905,0.00315484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647177,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05559931541087294,"score_gpt":0.2152813885411489,"score_spread":0.159682073130276,"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."}}