{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7f16a588201f","filters":{"venue":"IAS/Park City mathematics series"}},"results":[{"id":"W2899456905","doi":"10.1090/pcms/024","title":"Geometry of Moduli Spaces and Representation Theory","year":2017,"lang":"en","type":"book","venue":"IAS/Park City mathematics series","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Perimeter Institute","funders":"","keywords":"Representation (politics); Moduli space; Geometry; Representation theory; Mathematics; Moduli; Pure mathematics; Algebra over a field; Computer science; Physics; Political science; Quantum mechanics","authors":[{"name":"Roman Bezrukavnikov","is_ca":false},{"name":"Alexander Braverman","is_ca":true},{"name":"Zhiwei Yun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01878469648869516,"gpt":0.2660952417737522,"spread":0.2473105452850571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002359177,0.0007501163,0.0004354562,0.001248658,0.0009847474,0.003925711,0.0006355231,0.0007020627,0.0140402],"category_scores_gemma":[0.0006322676,0.0002743848,0.0002634336,0.001318919,0.002407591,0.003565013,0.001016767,0.00230216,0.004817837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661253,"about_ca_system_score_gemma":0.0008020683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009827722,"about_ca_topic_score_gemma":0.001080985,"domain_scores_codex":[0.9997897,0.00005222487,0.000006967481,0.00002803737,0.0001038397,0.00001934135],"domain_scores_gemma":[0.9998803,0.00003248098,0.00001410025,0.0000222704,0.00003157739,0.00001928808],"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":[0.000002649857,0.000002725634,0.00001454242,0.00001901204,0.000001215762,0.000008427462,0.00007608871,0.0001224102,0.000121853,0.9815103,0.01105488,0.007066033],"study_design_scores_gemma":[0.000002577139,0.000004569868,0.00008574394,0.00002535667,0.000001645329,0.00005680521,0.00006928119,0.0003903262,0.0001008223,0.8622342,0.1370248,0.000003844485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006447607,0.02088491,0.02215861,0.003963945,0.001282428,0.00001574665,0.0001694957,0.0002181805,0.944859],"genre_scores_gemma":[0.2482281,0.02870511,0.01802745,0.001073124,0.004251911,0.0001038605,0.0005882585,0.0004269232,0.6985953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0140402,"threshold_uncertainty_score":0.04696918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2608835792","doi":"10.1090/pcms/014/03","title":"Spatial dynamics in ecology","year":2009,"lang":"en","type":"book-chapter","venue":"IAS/Park City mathematics series","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Ecology; Dynamics (music); Spatial ecology; Geography; Biology; Sociology","authors":[{"name":"Mark A. Lewis","is_ca":true},{"name":"Thomas Hillen","is_ca":false},{"name":"Frithjof Lutscher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01120814606927168,"gpt":0.2020451648206284,"spread":0.1908370187513567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002122957,0.0005625493,0.0003508338,0.0008873541,0.0005726901,0.002298091,0.0005459861,0.0005508481,0.01523785],"category_scores_gemma":[0.0007598443,0.0002466831,0.0002048973,0.001567577,0.00195849,0.003058683,0.0009151153,0.001296533,0.003162237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663672,"about_ca_system_score_gemma":0.000731646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005815257,"about_ca_topic_score_gemma":0.009162018,"domain_scores_codex":[0.9998925,0.00002789824,0.000004401271,0.00002489885,0.00004094129,0.000009416955],"domain_scores_gemma":[0.9998348,0.0000656913,0.00001370519,0.00002951196,0.0000387619,0.00001755426],"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":[0.000002148649,0.0000086761,0.0001974946,0.00004021568,0.000004520426,0.0000198401,0.0003312627,0.001014491,0.00007304585,0.8639908,0.08799577,0.04632167],"study_design_scores_gemma":[0.000002236473,0.000004014822,0.0004756147,0.00007392882,0.000004227068,0.00007490662,0.0002433042,0.001791926,0.00005592816,0.4694729,0.5277971,0.000003858521],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003958454,0.05824653,0.02982622,0.009303988,0.002085123,0.00002296815,0.000229034,0.0001571675,0.8961706],"genre_scores_gemma":[0.1312694,0.04607779,0.0100798,0.001804881,0.002253043,0.000099695,0.0003052387,0.0002314466,0.8078787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01523785,"threshold_uncertainty_score":0.05097562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4235374168","doi":"10.1090/pcms/014","title":"Mathematical Biology","year":2009,"lang":"en","type":"book","venue":"IAS/Park City mathematics series","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computational biology; Biology; Computer science","authors":[{"name":"Mark Lewis","is_ca":true},{"name":"Mark A. J. Chaplain","is_ca":false},{"name":"James P. Keener","is_ca":false},{"name":"Philip K. Maini","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02498250691151472,"gpt":0.2911548956245496,"spread":0.2661723887130349,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006458403,0.001162235,0.0008908865,0.001383251,0.0007615954,0.002706258,0.0008406506,0.0008175973,0.03165929],"category_scores_gemma":[0.001781273,0.0003571059,0.0005795233,0.001138614,0.001856209,0.002879272,0.001093254,0.003332446,0.02126669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848496,"about_ca_system_score_gemma":0.0009408686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378562,"about_ca_topic_score_gemma":0.001546933,"domain_scores_codex":[0.9996284,0.00007564704,0.00001672825,0.00008887283,0.0001693879,0.00002107801],"domain_scores_gemma":[0.9995,0.0001746658,0.0000263142,0.0001194472,0.0001405151,0.00003906113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000592891,0.00001309337,0.0001143986,0.0001145722,0.00001478153,0.00002806235,0.0001299362,0.0008377722,0.000262113,0.7723844,0.1613918,0.06470321],"study_design_scores_gemma":[0.000004634594,0.000007594549,0.0002107463,0.00007725296,0.000006586603,0.0001008069,0.0000283974,0.001226743,0.000140513,0.5528345,0.4453549,0.000007270257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001540829,0.04104354,0.09654042,0.01073337,0.003574439,0.0000643618,0.001043789,0.0009914942,0.8444677],"genre_scores_gemma":[0.09058722,0.05049284,0.07510222,0.005703862,0.007579275,0.0004455794,0.002609475,0.001168256,0.7663113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03165929,"threshold_uncertainty_score":0.1059109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236465409","doi":"10.1090/pcms/014/01","title":"Introduction","year":2009,"lang":"en","type":"book-chapter","venue":"IAS/Park City mathematics series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","authors":[{"name":"Mark A. Lewis","is_ca":true},{"name":"Jay D. Keener","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02720089545852946,"gpt":0.2385857193414582,"spread":0.2113848238829288,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004398429,0.0009321177,0.0005730049,0.001937281,0.001298818,0.003811583,0.001451274,0.001244564,0.5697395],"category_scores_gemma":[0.001630143,0.0003757956,0.0005751363,0.001698917,0.0005938589,0.003430129,0.002007993,0.002043856,0.5208222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464091,"about_ca_system_score_gemma":0.001847772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003113904,"about_ca_topic_score_gemma":0.005989848,"domain_scores_codex":[0.9995726,0.00004063052,0.00001586569,0.00009056438,0.0002356731,0.00004473938],"domain_scores_gemma":[0.9994198,0.00006940163,0.00002170311,0.0000854875,0.0003014646,0.0001022482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000112595,0.00002911559,0.00005941925,0.00009513162,0.000001432098,0.00001910113,0.00008002196,0.0001023441,0.0002404601,0.0275146,0.8611517,0.1106953],"study_design_scores_gemma":[0.000001055716,0.000003528293,0.00004813587,0.00004299439,7.045436e-7,0.00001742751,0.00002326869,0.00001875308,0.00004561117,0.002978197,0.9968185,0.000001747145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000213399,0.002064526,0.002998468,0.001622571,0.002799597,0.00007403828,0.001133412,0.000554743,0.9885392],"genre_scores_gemma":[0.0006802298,0.001157666,0.0007833872,0.0004832505,0.0004442293,0.00003570063,0.0007271142,0.0001900515,0.9954984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4302605,"threshold_uncertainty_score":0.6137143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}