{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007049717,0.0002768822,0.0004516022,0.0001246905,0.0001317677,0.00003676158,0.0001613439,0.0003082468,0.0001475206],"category_scores_gemma":[0.000102672,0.0002754568,0.00009591716,0.00003413685,0.00007058225,0.000106376,0.00008801096,0.0002459352,0.00001364295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403887,"about_ca_system_score_gemma":0.00003276753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003279847,"about_ca_topic_score_gemma":0.0002867057,"domain_scores_codex":[0.9992084,0.00001299686,0.0001659731,0.0002843558,0.0001671799,0.0001611321],"domain_scores_gemma":[0.9992399,0.0001197525,0.0001237471,0.000295574,0.000107117,0.0001139542],"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":[0.0001224639,0.00001142273,4.891352e-7,0.0001289846,0.00004832609,0.00002008136,0.0003687471,0.000009367538,0.00002002175,0.9755984,0.0003903209,0.02328139],"study_design_scores_gemma":[0.0005347537,0.0001469315,0.000005620678,0.0001953031,0.000142085,0.00001633758,0.00008197879,0.0005081169,0.00002493011,0.8269904,0.1709513,0.000402267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001271647,0.0001448241,0.1203929,0.005009307,0.0001736093,0.00127635,0.0001711931,0.0002406992,0.8713195],"genre_scores_gemma":[0.002632436,0.0002893247,0.02879983,0.0002570455,0.00009403464,5.853926e-7,0.00008606193,0.00004592807,0.9677948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.170561,"threshold_uncertainty_score":0.9999698,"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."}}