{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002903396,0.0003482186,0.0003371644,0.001677167,0.0009263147,0.001412289,0.0005362897,0.0006120005,0.005875674],"category_scores_gemma":[0.001600909,0.0002484756,0.0004030944,0.0007483673,0.001748815,0.002849032,0.001193394,0.001018888,0.0007124922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444848,"about_ca_system_score_gemma":0.0004352597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002613033,"about_ca_topic_score_gemma":0.001874408,"domain_scores_codex":[0.9996822,0.00004763481,0.00001371424,0.00004332813,0.0001309722,0.00008220674],"domain_scores_gemma":[0.9996669,0.00007430012,0.00005519747,0.00004766286,0.00006690956,0.00008906725],"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":[0.000006943726,0.000006342626,0.0002042205,0.00001774394,0.00000226433,0.00009829992,0.0001529808,0.002106949,0.001048003,0.9912592,0.0007506484,0.004346386],"study_design_scores_gemma":[0.000004378031,0.000008741548,0.0003894152,0.00001080057,0.000002142499,0.0001254291,0.00009726587,0.01445707,0.0003992309,0.9819925,0.002505094,0.000007983803],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7018804,0.002060592,0.1210034,0.00152768,0.0002169145,0.00005925798,0.0003142939,0.0004427041,0.1724948],"genre_scores_gemma":[0.9752032,0.000681853,0.008110551,0.0001302067,0.0001958735,0.00002296378,0.0001726452,0.00008610495,0.0153967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005875674,"threshold_uncertainty_score":0.01965612,"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."}}