{"meta":{"query_hash":"2eddca536e0f","filters":{"venue":"Encyclopedia of complexity and systems science series"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2eddca536e0f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Encyclopedia+of+complexity+and+systems+science+series"},"results":[{"id":"W4361750569","doi":"10.1007/978-1-0716-2628-3_719","title":"Variable Precision Approximations of Rough Sets","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Variable (mathematics); Rough set; Mathematics; Computer science; Artificial intelligence; Mathematical analysis","score_opus":0.053849887197796945,"score_gpt":0.258206791730914,"score_spread":0.20435690453311706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361750569","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008160765,0.0054339715,0.97371984,0.00026068228,0.00022197557,0.00002172283,0.000083848114,0.00014818876,0.011949102],"genre_scores_gemma":[0.41001618,0.010162449,0.5608191,0.000116428244,0.0005731766,0.00010806811,0.00046541018,0.00014741889,0.017591678],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99745125,0.0007850219,0.00011909338,0.00018606106,0.0013441494,0.000114361595],"domain_scores_gemma":[0.9972331,0.0017456341,0.00016107783,0.00050263666,0.00030781978,0.000049789585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020366227,0.0006754852,0.001401198,0.0015363722,0.0003816421,0.002892447,0.0011344434,0.0005461786,0.0023008392],"category_scores_gemma":[0.008528063,0.00065106223,0.0011900947,0.0022979896,0.0012188891,0.0022396073,0.0012286297,0.0023737168,0.0006498258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009543335,0.000022445882,0.0002445667,0.00027146327,0.000081979844,0.000072225834,0.00021478403,0.19824605,0.0018871384,0.64175993,0.0039143795,0.15318964],"study_design_scores_gemma":[0.000011449812,0.000054768698,0.00028666167,0.00008600899,0.000038357535,0.000082026534,0.00004330268,0.4266148,0.0011539472,0.55796593,0.013640401,0.000022356562],"about_ca_topic_score_codex":0.0016299566,"about_ca_topic_score_gemma":0.0011935999,"teacher_disagreement_score":0.002892447,"about_ca_system_score_codex":0.0015164302,"about_ca_system_score_gemma":0.0006167315,"threshold_uncertainty_score":0.011002541},"labels":[],"label_agreement":null},{"id":"W4361750577","doi":"10.1007/978-1-0716-2628-3_257","title":"Principles and Perspectives of Granular Computing","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","score_opus":0.07253905544529278,"score_gpt":0.25408735573999347,"score_spread":0.1815483002947007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361750577","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009133392,0.12481108,0.5052417,0.025364218,0.003287673,0.00012991656,0.0006018225,0.00042086386,0.33100933],"genre_scores_gemma":[0.46318975,0.08734737,0.37493408,0.004989668,0.007546765,0.0008751866,0.00045204305,0.00025116184,0.060414005],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.998406,0.0005663997,0.00014622569,0.00024096611,0.00051312894,0.00012729134],"domain_scores_gemma":[0.9985085,0.00084776006,0.00013725758,0.000253671,0.00015621226,0.00009661201],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028019832,0.00094823365,0.0014729777,0.00301282,0.0015082317,0.0098550655,0.0020660884,0.0024359955,0.0047882157],"category_scores_gemma":[0.0038738635,0.00079096714,0.001129282,0.005062601,0.012273634,0.00886744,0.0025218597,0.004583938,0.0011093963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017148426,0.0000019411211,0.000014000216,0.000022287419,0.0000021279695,0.000008347849,0.000044979726,0.0004024661,0.000029954697,0.99720263,0.0005512477,0.0017183591],"study_design_scores_gemma":[0.0000018990178,0.0000022745746,0.00002775908,0.000025954974,0.000002146882,0.000017897926,0.00002781147,0.0011192955,0.000025422392,0.98704857,0.011697023,0.0000040044024],"about_ca_topic_score_codex":0.0029037804,"about_ca_topic_score_gemma":0.001675361,"teacher_disagreement_score":0.0098550655,"about_ca_system_score_codex":0.0034399785,"about_ca_system_score_gemma":0.0018220389,"threshold_uncertainty_score":0.024958909},"labels":[],"label_agreement":null},{"id":"W4361750736","doi":"10.1007/978-1-0716-2628-3_752","title":"Issues in Access Control and Privacy for Big Data","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Internet privacy; Big data; Computer science; Computer security; Control (management); Access control; Business; Data mining; Artificial intelligence","score_opus":0.1669818056166499,"score_gpt":0.33658163614028414,"score_spread":0.16959983052363423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361750736","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007295964,0.11897895,0.52579886,0.07962284,0.0037201054,0.0001607162,0.0005667098,0.00044775658,0.26340818],"genre_scores_gemma":[0.5020129,0.14050946,0.18053767,0.015368608,0.018662296,0.0006253916,0.00074427575,0.00057822996,0.14096116],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954144,0.0016526472,0.0002557524,0.0005259201,0.0018980518,0.0002533445],"domain_scores_gemma":[0.986192,0.010633607,0.00033409987,0.0021132696,0.00053702015,0.00019007621],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059102336,0.00079089816,0.0011379014,0.0017302468,0.0022567443,0.010462677,0.0019438807,0.0037179673,0.0070436],"category_scores_gemma":[0.01579065,0.0008722458,0.0009113208,0.0041571357,0.01230099,0.023307312,0.0028686791,0.009105894,0.0014801903],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068466893,0.000008246169,0.000035060446,0.000061272876,0.000004049363,0.00002471089,0.00015185561,0.0005386422,0.00007717415,0.9809756,0.006470414,0.011646062],"study_design_scores_gemma":[0.0000017572644,0.0000040065993,0.00002686828,0.000041428375,0.0000029143234,0.00005569781,0.000041708092,0.0013504745,0.00011592235,0.9741174,0.024237528,0.0000042700285],"about_ca_topic_score_codex":0.0010668697,"about_ca_topic_score_gemma":0.00072837766,"teacher_disagreement_score":0.010462677,"about_ca_system_score_codex":0.002881074,"about_ca_system_score_gemma":0.0018078086,"threshold_uncertainty_score":0.031256676},"labels":[],"label_agreement":null},{"id":"W4385413776","doi":"10.1007/978-1-0716-2388-6_175","title":"Ergodicity and Mixing Properties","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Mixing (physics); Ergodicity; Statistical physics; Mathematics; Physics; Statistics; Quantum mechanics","score_opus":0.12157165332900793,"score_gpt":0.2879564080640825,"score_spread":0.16638475473507458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385413776","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030237956,0.018349826,0.09272168,0.0022663632,0.000676345,0.00003848873,0.00037971878,0.000226515,0.8551031],"genre_scores_gemma":[0.65237576,0.0198779,0.024853654,0.00075010996,0.0027528726,0.00021545945,0.00071351766,0.0003687369,0.29809204],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99972254,0.000051137526,0.000014939316,0.00007729411,0.00010245179,0.00003165846],"domain_scores_gemma":[0.9995534,0.00022112067,0.000039818297,0.00007808373,0.00007078517,0.000036775185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038509595,0.0007176744,0.00060836924,0.0015414652,0.0006274909,0.0031282043,0.00040118623,0.00090566394,0.011233624],"category_scores_gemma":[0.0016429285,0.00026655232,0.0004104763,0.0011843978,0.0023238976,0.0033260742,0.0011665246,0.0018194373,0.0029264535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004565487,0.0000062273502,0.00005986132,0.000028820607,0.000003923677,0.000020893784,0.00007109128,0.00046359992,0.00039977007,0.98608285,0.0025973697,0.010260926],"study_design_scores_gemma":[0.0000017340444,0.0000074466075,0.0002403083,0.000016117227,0.000005266033,0.00012550954,0.00003166709,0.0019714704,0.0004913705,0.9701643,0.02693861,0.0000062575837],"about_ca_topic_score_codex":0.0003544612,"about_ca_topic_score_gemma":0.00027263924,"teacher_disagreement_score":0.011233624,"about_ca_system_score_codex":0.0007652303,"about_ca_system_score_gemma":0.00030068657,"threshold_uncertainty_score":0.03758025},"labels":[],"label_agreement":null},{"id":"W4385413810","doi":"10.1007/978-1-0716-2388-6_531","title":"Symbolic Dynamics","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dynamics (music); Computer science; Sociology","score_opus":0.033959399879224354,"score_gpt":0.24523170587430834,"score_spread":0.21127230599508398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385413810","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002463546,0.005302203,0.0968425,0.0022780495,0.0008321652,0.00003234844,0.00082634075,0.0008205093,0.8906023],"genre_scores_gemma":[0.18112978,0.010116644,0.044609085,0.0009773272,0.0009453434,0.00020614208,0.0020280983,0.00072274747,0.7592649],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998704,0.000023913497,0.0000050723047,0.000027618822,0.00006229995,0.0000105098],"domain_scores_gemma":[0.9998565,0.00003856804,0.000008137651,0.00003675909,0.00004654324,0.000013575323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013557624,0.00057041546,0.00044511273,0.0007684764,0.0005093213,0.00178761,0.00050119555,0.00054939935,0.06653158],"category_scores_gemma":[0.00079413725,0.00020935942,0.0002811433,0.0006614074,0.00095385115,0.0014717004,0.00089233235,0.0010595775,0.02030154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056438985,0.00000791977,0.00006400534,0.000056350917,0.000005138495,0.000025951385,0.000076343335,0.0018576086,0.00053944084,0.9077539,0.041668955,0.047938712],"study_design_scores_gemma":[0.000005901121,0.000006505512,0.000114941184,0.00004291198,0.0000039627507,0.00008418882,0.000035287627,0.0052954596,0.0004886932,0.7091237,0.28479165,0.0000069143307],"about_ca_topic_score_codex":0.0013121982,"about_ca_topic_score_gemma":0.0014774132,"teacher_disagreement_score":0.06653158,"about_ca_system_score_codex":0.0008473457,"about_ca_system_score_gemma":0.00062192604,"threshold_uncertainty_score":0.2225703},"labels":[],"label_agreement":null},{"id":"W4385413980","doi":"10.1007/978-1-0716-2388-6_774","title":"Dynamical Systems and C∗-Algebras","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Advanced Operator Algebra Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pure mathematics; Dynamical systems theory; Computer science; Mathematics; Physics; Quantum mechanics","score_opus":0.09158582344475748,"score_gpt":0.33109680601831304,"score_spread":0.23951098257355558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385413980","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040846746,0.06171294,0.027451146,0.0025529691,0.0018475692,0.00002329167,0.0002397715,0.00019951085,0.9018881],"genre_scores_gemma":[0.15346853,0.075789034,0.016615242,0.0016997276,0.0058179987,0.00018410814,0.0007770277,0.00022957748,0.7454187],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999881,0.000027955368,0.0000063536204,0.00002039503,0.000054368593,0.0000099227145],"domain_scores_gemma":[0.9998665,0.00007259289,0.00001001556,0.000015373886,0.000025507446,0.000009954814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018647275,0.00077750825,0.00046459842,0.0012465649,0.000691032,0.0023815858,0.00042114352,0.0006527879,0.018800851],"category_scores_gemma":[0.00048070028,0.00023818853,0.0002697614,0.002130048,0.0015064153,0.0028256422,0.00048991013,0.0012899388,0.0036873466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028593222,0.000007174788,0.00001903558,0.00006607585,0.0000024127994,0.000013754333,0.0000826916,0.00046960142,0.00023411744,0.95712686,0.02366167,0.018313687],"study_design_scores_gemma":[0.0000034153347,0.0000058492965,0.00013184604,0.000045141212,0.0000024596825,0.000068564295,0.00004161706,0.001050552,0.000113301794,0.77550083,0.22303005,0.0000064108167],"about_ca_topic_score_codex":0.0012428085,"about_ca_topic_score_gemma":0.0012570788,"teacher_disagreement_score":0.018800851,"about_ca_system_score_codex":0.0012448137,"about_ca_system_score_gemma":0.00058507384,"threshold_uncertainty_score":0.06289512},"labels":[],"label_agreement":null},{"id":"W4385439295","doi":"10.1007/978-1-0716-2388-6_176","title":"Ergodic Theorems","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of complexity and systems science series","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ergodic theory; Mathematics; Pure mathematics","score_opus":0.05954713132949551,"score_gpt":0.29138467854877836,"score_spread":0.23183754721928285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385439295","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0075735184,0.01406281,0.11224045,0.0030113496,0.0011447363,0.000041884312,0.00083100086,0.00054621114,0.86054796],"genre_scores_gemma":[0.36971924,0.031002905,0.051481325,0.0027728537,0.004305214,0.00037773277,0.0019515455,0.0008927289,0.53749645],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993765,0.0001070325,0.000027868504,0.00013509329,0.00028477373,0.000068835834],"domain_scores_gemma":[0.9993594,0.00025971836,0.000036714828,0.0001451622,0.00015231378,0.000046633595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006871589,0.0010908793,0.0009024243,0.0022337683,0.0008938331,0.0025049057,0.0008974933,0.0009209517,0.019513221],"category_scores_gemma":[0.0022499496,0.00033348982,0.0008107302,0.0017248663,0.001798191,0.003108976,0.0016159974,0.0025295636,0.007434795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055884316,0.000007852773,0.00005692453,0.000048612696,0.000009506658,0.00002188456,0.000052143365,0.0003967908,0.00018760184,0.9707305,0.012502843,0.015979845],"study_design_scores_gemma":[0.0000055802434,0.0000051075403,0.0001610292,0.00002569366,0.000012348897,0.00011741889,0.000019291123,0.001369508,0.000308804,0.9319026,0.06606504,0.000007573751],"about_ca_topic_score_codex":0.001107291,"about_ca_topic_score_gemma":0.0009704743,"teacher_disagreement_score":0.019513221,"about_ca_system_score_codex":0.0017025386,"about_ca_system_score_gemma":0.0008700366,"threshold_uncertainty_score":0.06527823},"labels":[],"label_agreement":null}]}