{"id":"W2608463632","doi":"10.1090/amsip/038/23","title":"Monodromy calculations of fourth order equations of Calabi-Yau type","year":2006,"lang":"en","type":"book-chapter","venue":"AMS/IP studies in advanced mathematics","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Queen's University","funders":"","keywords":"Calabi–Yau manifold; Monodromy; Type (biology); Mathematics; Order (exchange); Pure mathematics; Mathematical physics; Geology; Economics; Paleontology","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":[0.00009372249,0.000304279,0.0008325677,0.0001276201,0.00006676573,0.000004342789,0.0001557349,0.00009124907,0.0001063138],"category_scores_gemma":[0.00005238,0.0002828781,0.0001668753,0.0001280506,0.0002508691,0.00005325148,0.0001380025,0.0002221461,0.00001238923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000489762,"about_ca_system_score_gemma":0.00008841185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004592674,"about_ca_topic_score_gemma":0.00005465197,"domain_scores_codex":[0.998484,0.00001043238,0.0008563056,0.0002214884,0.0002225649,0.0002052421],"domain_scores_gemma":[0.9980138,0.0004277852,0.0006058842,0.0004622182,0.0004580835,0.00003223578],"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":[0.000007264239,0.0003292239,0.0002476104,0.0006044125,0.0006238582,0.000002591719,0.001942822,0.01438027,0.00007775281,0.9790792,0.0007286904,0.001976343],"study_design_scores_gemma":[0.001627152,0.0002271932,0.00007635731,0.002869413,0.0007216874,0.000001557798,0.00367524,0.01944617,0.0004434354,0.947399,0.02230845,0.001204354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008571085,0.002628474,0.1273983,0.0001937499,0.0008601104,0.001931555,0.00139759,0.00006695506,0.8569522],"genre_scores_gemma":[0.1481386,0.0008506397,0.3652664,0.0000226881,0.0006461504,0.00009204651,0.0006240592,0.0003039208,0.4840555],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3728967,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05400668524637502,"score_gpt":0.34446615493852,"score_spread":0.2904594696921449,"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."}}