{"id":"W2489301083","doi":"10.1090/ulect/051/08","title":"Advanced topics: Dynamics and allocation to random zeros","year":2009,"lang":"en","type":"book-chapter","venue":"University lecture series","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Dynamics (music); Statistical physics; Computer science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003411235,0.0006636869,0.0006915158,0.0008865995,0.0005166218,0.001928839,0.0006535838,0.0008819835,0.01555609],"category_scores_gemma":[0.00134864,0.000289522,0.0003638822,0.001012816,0.001412122,0.002678513,0.0007602144,0.001728493,0.003361705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090898,"about_ca_system_score_gemma":0.0004747226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003101539,"about_ca_topic_score_gemma":0.0003211823,"domain_scores_codex":[0.9998664,0.00002451028,0.000005697319,0.00003440927,0.00005598277,0.00001296848],"domain_scores_gemma":[0.9997143,0.0001291468,0.00002314203,0.00004170653,0.00006206282,0.00002962291],"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":[0.000007288657,0.00001022913,0.00003693129,0.0000498721,0.000004802082,0.00001561123,0.00004692048,0.001659322,0.0006261962,0.9639789,0.01597223,0.01759172],"study_design_scores_gemma":[0.000009669007,0.0000144105,0.0002179812,0.00003866799,0.00000628914,0.0001336141,0.00003412972,0.01020549,0.0005946154,0.9236099,0.06512416,0.0000109868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02700554,0.03376294,0.2838162,0.007787712,0.004213932,0.00005323658,0.0003173923,0.0004878059,0.6425553],"genre_scores_gemma":[0.3166946,0.03325472,0.04381219,0.001331537,0.005531323,0.0001674621,0.000329164,0.0004982411,0.5983808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01555609,"threshold_uncertainty_score":0.05204034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008505742408134103,"score_gpt":0.2106220974257637,"score_spread":0.2021163550176296,"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."}}