{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"e50341a12c10","filters":{"venue":"Big and integrated artificial intelligence"}},"results":[{"id":"W4226350806","doi":"10.1007/978-3-030-98974-3","title":"Contemporary Fuzzy Logic","year":2022,"lang":"en","type":"book","venue":"Big and integrated artificial intelligence","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":8,"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":"Fuzzy logic; Computer science; Artificial intelligence","authors":[{"name":"Stefania Tomasiello","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Vincenzo Loia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09363268334468687,"gpt":0.2609074172668265,"spread":0.1672747339221397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004661795,0.0007880951,0.0005665174,0.001425944,0.001149286,0.002692624,0.0007222476,0.001049209,0.03705707],"category_scores_gemma":[0.001129599,0.0003289949,0.0003776892,0.001813494,0.002162323,0.003102694,0.0008458235,0.002064595,0.01243434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001924392,"about_ca_system_score_gemma":0.001151476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002814799,"about_ca_topic_score_gemma":0.004923713,"domain_scores_codex":[0.9996122,0.00005512259,0.00001586181,0.00006007056,0.0002323846,0.00002450374],"domain_scores_gemma":[0.9997587,0.00009275496,0.00001045264,0.00004219274,0.00008089143,0.00001493449],"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":[0.0000107587,0.00001628084,0.00004945057,0.0001402754,0.000007675034,0.00003404589,0.0002091096,0.0009135549,0.000377873,0.6970272,0.1275904,0.1736234],"study_design_scores_gemma":[0.000003619346,0.00001014113,0.0001041839,0.0001073689,0.000004733659,0.00009498038,0.00006138714,0.001882166,0.0002417269,0.3271858,0.6702965,0.000007362702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001172515,0.04425589,0.07909174,0.004979686,0.003069954,0.00004162077,0.0002036269,0.0003372856,0.8668478],"genre_scores_gemma":[0.03898323,0.02853994,0.03516144,0.002408997,0.002223526,0.00009565634,0.0002565068,0.0002169585,0.8921137],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03705707,"threshold_uncertainty_score":0.1239682,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399076590","doi":"10.1007/978-3-031-57567-9_6","title":"Decentralization of Energy Systems with Blockchain: Bridging Top-down and Bottom-up Management of the Electricity Grid","year":2024,"lang":"en","type":"book-chapter","venue":"Big and integrated artificial intelligence","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Bridging (networking); Decentralization; Blockchain; Top-down and bottom-up design; Grid; Electricity; Electricity system; Computer science; Distributed computing; Electricity generation; Geology; Engineering; Computer security; Electrical engineering; Economics; Software engineering; Market economy; Physics; Power (physics)","authors":[{"name":"Sakshi Mishra","is_ca":true},{"name":"Roohallah Khatami","is_ca":true},{"name":"Yu Christine Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01849093291353656,"gpt":0.2195512027221154,"spread":0.2010602698085789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008207893,0.0003990016,0.0004152839,0.0003699677,0.0004915857,0.001948916,0.0008373947,0.0007328409,0.00732892],"category_scores_gemma":[0.001231458,0.0003062836,0.000337385,0.001016075,0.001011603,0.003803649,0.001569267,0.001665186,0.001586368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106137,"about_ca_system_score_gemma":0.001201985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294779,"about_ca_topic_score_gemma":0.001872489,"domain_scores_codex":[0.9995241,0.0001532548,0.00001981547,0.00006600366,0.0001789794,0.00005793197],"domain_scores_gemma":[0.9995112,0.0001931689,0.00002614409,0.0001726032,0.00005997383,0.00003693542],"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":[0.0001035276,0.00007431344,0.000295102,0.0001949886,0.00003551948,0.0001222229,0.0002826318,0.1083037,0.005441202,0.6845019,0.01590128,0.1847436],"study_design_scores_gemma":[0.00002695812,0.00005473926,0.0003526286,0.00009198936,0.00001292758,0.0000977283,0.00009957896,0.2074986,0.004591159,0.6935112,0.09364222,0.00002022541],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03153602,0.007258497,0.746007,0.0046514,0.0007584267,0.0001593842,0.0002386621,0.001440149,0.2079504],"genre_scores_gemma":[0.7719687,0.00885426,0.1059043,0.0005606491,0.0005664875,0.000191551,0.0004395911,0.0004051097,0.1111093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00732892,"threshold_uncertainty_score":0.02451771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226037535","doi":"10.1007/978-3-030-98974-3_8","title":"Introduction to Granular Computing","year":2022,"lang":"en","type":"book-chapter","venue":"Big and integrated artificial intelligence","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","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":"Stefania Tomasiello","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Vincenzo Loia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05548804314758712,"gpt":0.2572812991098632,"spread":0.2017932559622761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005817952,0.001072441,0.001084265,0.002296113,0.0006808858,0.004042965,0.001063545,0.001063427,0.05397607],"category_scores_gemma":[0.001857105,0.0005936349,0.0007403338,0.004938613,0.00140415,0.004017982,0.001812538,0.002352865,0.01553416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116958,"about_ca_system_score_gemma":0.0008972201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247333,"about_ca_topic_score_gemma":0.001347355,"domain_scores_codex":[0.9994486,0.00006104951,0.00004157303,0.000107924,0.0002964896,0.00004432869],"domain_scores_gemma":[0.9995691,0.000204715,0.00001794355,0.00009394954,0.00008548795,0.00002881931],"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":[0.00002755167,0.00003285296,0.00009336721,0.0004391898,0.00002258059,0.00009612562,0.0001575851,0.003160771,0.0008949129,0.557198,0.1240654,0.3138116],"study_design_scores_gemma":[0.000006091147,0.00001209331,0.0001270325,0.0002541588,0.00001059867,0.0001596922,0.00005353525,0.004370235,0.0004245078,0.4362517,0.558313,0.00001729461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001598994,0.06448434,0.418832,0.005646833,0.007022931,0.0001823574,0.0014307,0.002168002,0.4986339],"genre_scores_gemma":[0.05949594,0.06803665,0.3037576,0.004397783,0.005735763,0.0004359905,0.001924308,0.001562082,0.5546538],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05397607,"threshold_uncertainty_score":0.1805679,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226237117","doi":"10.1007/978-3-030-98974-3_4","title":"Fuzzy Logic","year":2022,"lang":"en","type":"book-chapter","venue":"Big and integrated artificial intelligence","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","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":"Fuzzy logic; Computer science; Artificial intelligence","authors":[{"name":"Stefania Tomasiello","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Vincenzo Loia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07569210421882878,"gpt":0.2508723386868197,"spread":0.1751802344679909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004237702,0.0007279259,0.0006315151,0.001231365,0.0008467626,0.002169432,0.0008652502,0.0009749384,0.04626385],"category_scores_gemma":[0.001295103,0.0002833342,0.0004381034,0.001072497,0.00101276,0.001889799,0.0008328969,0.001339025,0.01299021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054963,"about_ca_system_score_gemma":0.0007201469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589633,"about_ca_topic_score_gemma":0.001864062,"domain_scores_codex":[0.9995192,0.00006902238,0.00002188918,0.00007494188,0.0002898434,0.00002501637],"domain_scores_gemma":[0.9997709,0.00007443254,0.00001155055,0.000046742,0.00008540865,0.00001091881],"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":[0.00001507786,0.0000195141,0.00006061434,0.0001754063,0.00001333327,0.00006476468,0.00009996247,0.002348345,0.000877392,0.7083617,0.06382613,0.2241378],"study_design_scores_gemma":[0.000007810159,0.00001820918,0.0001248447,0.0001405301,0.00001090821,0.0001927756,0.00005254738,0.007768764,0.001044976,0.4672847,0.5233395,0.00001444447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001419557,0.01166971,0.2018849,0.002305405,0.002053336,0.00008783936,0.0004551342,0.0005926006,0.7795315],"genre_scores_gemma":[0.078553,0.01347434,0.1154431,0.001650943,0.001184991,0.0001952399,0.000760985,0.0002494369,0.788488],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04626385,"threshold_uncertainty_score":0.154768,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226501514","doi":"10.1007/978-3-030-98974-3_3","title":"Fuzzy Relations","year":2022,"lang":"en","type":"book-chapter","venue":"Big and integrated artificial intelligence","topic":"Data Management and Algorithms","field":"Computer Science","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; Artificial intelligence","authors":[{"name":"Stefania Tomasiello","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Vincenzo Loia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07253563816006178,"gpt":0.2590006606239167,"spread":0.186465022463855,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004820739,0.0005616358,0.0004240143,0.001627463,0.001447624,0.002518088,0.0007439977,0.0008823117,0.05795848],"category_scores_gemma":[0.002072681,0.0002567813,0.0005484471,0.001553362,0.001437698,0.003026686,0.0008380145,0.001343613,0.01482858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009844106,"about_ca_system_score_gemma":0.0006250726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002269348,"about_ca_topic_score_gemma":0.002324154,"domain_scores_codex":[0.9994683,0.00007468029,0.00003156955,0.0001575662,0.0002287685,0.00003913913],"domain_scores_gemma":[0.9996564,0.0001082673,0.00002209743,0.00009138922,0.0001005361,0.00002123426],"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":[0.00002138454,0.00001361038,0.00007056699,0.00008146778,0.000009811941,0.00004264117,0.0001585731,0.0005849464,0.0009629239,0.8812165,0.02124308,0.09559451],"study_design_scores_gemma":[0.000009033968,0.00001875704,0.0002397693,0.00007191193,0.00001624098,0.0001823298,0.0001125784,0.003579288,0.001810563,0.6404263,0.3535185,0.00001469663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004569726,0.003742628,0.1842704,0.002183376,0.00128998,0.0001260862,0.0009600885,0.0005565075,0.8023012],"genre_scores_gemma":[0.1904231,0.004476529,0.1535671,0.001543225,0.001099864,0.0002642757,0.001947197,0.0002711932,0.6464076],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05795848,"threshold_uncertainty_score":0.1938905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}