{"id":"W2949066003","doi":"10.48550/arxiv.0803.3980","title":"The KP hierarchy, branched covers, and triangulations","year":2008,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hierarchy; Combinatorics; Mathematics; Geology; Computer science; Geography; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002149434,0.0002868462,0.0003843683,0.00004571607,0.000478733,0.00008137144,0.0003774562,0.0003225332,0.00003516505],"category_scores_gemma":[0.0004609568,0.0002072709,0.0001726555,0.00008882515,0.0001517013,0.00005082498,0.0005372329,0.0006159622,0.00001283957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006052269,"about_ca_system_score_gemma":0.0001430773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005964135,"about_ca_topic_score_gemma":0.00001591343,"domain_scores_codex":[0.9985451,0.0001167296,0.0003892376,0.0003912179,0.0002733696,0.0002843323],"domain_scores_gemma":[0.9979983,0.0007525554,0.0002492274,0.0008137918,0.00008836814,0.00009777969],"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":[0.0001416062,0.00008902508,0.03019611,0.000164917,0.0005327336,0.0000230459,0.002952887,0.00009634293,0.00007233557,0.9515913,0.01202704,0.002112697],"study_design_scores_gemma":[0.0007084029,0.00002337119,0.02188374,0.00004956097,0.0000824546,0.00001174506,0.00005698696,0.0001759187,0.00008143475,0.9707288,0.005922657,0.0002749863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935147,0.0009051727,0.000623359,0.0009063183,0.001771306,0.0005455824,0.00001610748,0.0001069732,0.001610549],"genre_scores_gemma":[0.9966599,0.0008681209,0.0003427546,0.0001017266,0.000592391,0.00005703371,0.00001510281,0.0000457629,0.001317181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01913749,"threshold_uncertainty_score":0.8452263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08089055208292537,"score_gpt":0.3130425918935915,"score_spread":0.2321520398106661,"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."}}