{"id":"W1620134971","doi":"10.1090/fic/038/03","title":"Picard-Fuchs equations, integrable systems and higher algebraic K-theory","year":2003,"lang":"en","type":"preprint","venue":"","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University","funders":"","keywords":"Integrable system; Algebraic number; Mathematics; Algebra over a field; Pure mathematics; Mathematical physics; Calculus (dental); Mathematical analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002877436,0.0002826329,0.0003809421,0.00006459608,0.0001122555,0.0002337984,0.0001642149,0.0001488455,0.00168471],"category_scores_gemma":[0.000007280697,0.0002350017,0.0001456239,0.00005890755,0.00006297667,0.00005146837,0.0002271254,0.0004893928,0.00009878987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000260182,"about_ca_system_score_gemma":0.000117545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005572804,"about_ca_topic_score_gemma":0.00000190744,"domain_scores_codex":[0.9986916,0.0001655961,0.0003139462,0.0004218842,0.0001375117,0.0002694647],"domain_scores_gemma":[0.9990366,0.0001449321,0.0001256326,0.0004927693,0.00007203004,0.0001280863],"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":[0.000002847921,0.00005821146,0.001008426,0.00005467721,0.0001862311,7.370892e-7,0.00006036096,0.00008191898,0.00001423035,0.9926249,0.003810521,0.002096914],"study_design_scores_gemma":[0.0008214284,0.0000508512,0.00103713,0.0003668299,0.0003484832,0.000001981803,0.001757729,0.003263782,0.0001871384,0.7919438,0.1988667,0.001354183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02392129,0.002601553,0.1104917,0.0004074162,0.003292633,0.001023752,0.0003844109,0.0001508768,0.8577264],"genre_scores_gemma":[0.8680795,0.00001968501,0.001666332,0.00009907826,0.0008625865,0.00008670924,0.0002714368,0.00004894587,0.1288657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8441582,"threshold_uncertainty_score":0.9992279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915111940953737,"score_gpt":0.2649682771550514,"score_spread":0.245817157745514,"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."}}