{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":55,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":55,"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":"41055aef16b7","filters":{"venue":"Kybernetes"}},"results":[{"id":"W1997780809","doi":"10.1108/03684920410556007","title":"Second‐order cybernetics: an historical introduction","year":2004,"lang":"en","type":"article","venue":"Kybernetes","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":212,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Cybernetics; Epistemology; Perspective (graphical); Computer science; Order (exchange); Biocybernetics; Cognitive science; Philosophy; Artificial intelligence; Psychology","authors":[{"name":"Bernard Scott","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008324485089700105,"gpt":0.2239474151273947,"spread":0.2156229300376946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001298981,0.001143607,0.0006164899,0.00408162,0.002677684,0.005073118,0.0006567364,0.00238238,0.005009633],"category_scores_gemma":[0.002306635,0.0004857835,0.000449867,0.00450142,0.01131844,0.006812608,0.002179965,0.006307523,0.001175228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004475674,"about_ca_system_score_gemma":0.001713996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004471508,"about_ca_topic_score_gemma":0.003451604,"domain_scores_codex":[0.9991183,0.0003804004,0.00004780271,0.0001662002,0.0001937733,0.00009360744],"domain_scores_gemma":[0.9984229,0.001216352,0.00007099254,0.00006770719,0.000141697,0.00008043081],"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":[0.000009874283,0.00001451736,0.0002013431,0.0002591065,0.000006431768,0.0001134623,0.001798841,0.0003683474,0.0001184223,0.9646399,0.01515925,0.01731046],"study_design_scores_gemma":[0.000002891609,0.00001994259,0.0004719807,0.0005592165,0.00000353984,0.0002996186,0.0005437344,0.0003001669,0.00009509386,0.3193403,0.6783478,0.00001562932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003740164,0.7589123,0.01509082,0.01900926,0.005619071,0.00003191328,0.000164448,0.00004861787,0.1973834],"genre_scores_gemma":[0.1781439,0.7443085,0.007600461,0.01115672,0.01793092,0.0001524118,0.0002614301,0.0001705937,0.04027513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005073118,"threshold_uncertainty_score":0.03247339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2010872445","doi":"10.1108/03684921011043198","title":"A review of enterprise risk management in supply chain","year":2010,"lang":"en","type":"review","venue":"Kybernetes","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":195,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Supply chain risk management; Supply chain; Risk analysis (engineering); Risk management; Context (archaeology); Supply chain management; Computer science; Identification (biology); Originality; Risk assessment; Business; Service management; Marketing; Finance; Computer security","authors":[{"name":"David L. Olson","is_ca":false},{"name":"Desheng Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01551153950312493,"gpt":0.2764200383074096,"spread":0.2609084988042846,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001765897,0.0008135375,0.001138543,0.004985261,0.0004912548,0.001726397,0.0009416461,0.001259205,0.002644924],"category_scores_gemma":[0.004644129,0.0003618744,0.0007202643,0.0091566,0.0006080197,0.002371177,0.0007381633,0.0008912635,0.0005307865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161576,"about_ca_system_score_gemma":0.00473768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005233385,"about_ca_topic_score_gemma":0.00667438,"domain_scores_codex":[0.9986575,0.0004149129,0.000261667,0.0001331415,0.0004773239,0.00005546884],"domain_scores_gemma":[0.9957409,0.002660905,0.0005847392,0.0000752765,0.0008613453,0.00007696469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004125919,0.00005803898,0.0008714108,0.07016914,0.000248143,0.0004063113,0.0005924976,0.001816122,0.000576064,0.0102861,0.01965404,0.8952808],"study_design_scores_gemma":[0.00001401364,0.0001462376,0.005343504,0.08074712,0.000524747,0.001790963,0.001169643,0.000662451,0.0006557292,0.008292357,0.9005893,0.00006394251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003196878,0.9974242,0.0004487433,0.0004172649,0.0001130268,0.000007789209,0.00001598399,0.000003883228,0.001249368],"genre_scores_gemma":[0.00292806,0.9962164,0.0004169886,0.0001310243,0.00007864344,0.00000837987,0.00001508028,9.612914e-7,0.0002044918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005233385,"threshold_uncertainty_score":0.01172322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163123254","doi":"10.1108/k-11-2020-0759","title":"Adaptive governance: learning from what organizations do and managing the role they play","year":2021,"lang":"en","type":"article","venue":"Kybernetes","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Corporate governance; Adaptive capacity; Deliberation; Adaptation (eye); Complex adaptive system; Knowledge management; Project governance; Originality; Business; Sociology; Political science; Computer science; Psychology; Social science; Artificial intelligence; Politics","authors":[{"name":"Kristof Van Assche","is_ca":true},{"name":"Vladislav Valentinov","is_ca":false},{"name":"Gert Verschraegen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01934445589117153,"gpt":0.3011237975302938,"spread":0.2817793416391223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01784276,0.0005904917,0.0005237817,0.001747687,0.004149574,0.0126461,0.001928027,0.002833463,0.0042083],"category_scores_gemma":[0.02600662,0.0004156156,0.0005367786,0.001629768,0.03292903,0.01951806,0.008577595,0.004750977,0.001032932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003575614,"about_ca_system_score_gemma":0.01125825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002144048,"about_ca_topic_score_gemma":0.002057187,"domain_scores_codex":[0.9840195,0.01100737,0.0004302344,0.001712423,0.001886391,0.0009440007],"domain_scores_gemma":[0.977385,0.01039783,0.003076103,0.004214429,0.00219411,0.00273261],"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":[0.00003117207,0.0001525873,0.01251051,0.0004454401,0.00005424672,0.0002351952,0.03920666,0.001744014,0.001194482,0.8140953,0.01077163,0.1195588],"study_design_scores_gemma":[0.00001793527,0.00006747046,0.003537484,0.0008085857,0.00003006553,0.0001333269,0.02189428,0.001919907,0.0007693609,0.8363222,0.1344574,0.00004185351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1098614,0.0091073,0.3955015,0.1799894,0.001777511,0.0007125906,0.0001546628,0.0005789148,0.3023168],"genre_scores_gemma":[0.930816,0.004151007,0.04742299,0.007113156,0.000471654,0.0003995926,0.0001247689,0.0001621224,0.009338643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01784276,"threshold_uncertainty_score":0.09436262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2532304798","doi":"10.1108/k-10-2015-0271","title":"An extension on PROMETHEE based on the typical hesitant fuzzy sets to solve multi-attribute decision-making problem","year":2016,"lang":"en","type":"article","venue":"Kybernetes","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Extension (predicate logic); Ranking (information retrieval); Computer science; Group decision-making; Fuzzy logic; Basis (linear algebra); Fuzzy set; Cybernetics; Data mining; Artificial intelligence; Mathematical optimization; Mathematics","authors":[{"name":"Amin Mahmoudi","is_ca":false},{"name":"Soheil Sadi‐Nezhad","is_ca":true},{"name":"Ahmad Makui","is_ca":false},{"name":"Mohammad Reza Vakili","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1494697032265717,"gpt":0.4230236505847302,"spread":0.2735539473581584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008826734,0.001064196,0.001452917,0.002140947,0.001126776,0.002226439,0.001600398,0.001245526,0.003456531],"category_scores_gemma":[0.01124202,0.0004484085,0.002058946,0.002124337,0.001933802,0.003981638,0.002449211,0.002408127,0.0004697407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111222,"about_ca_system_score_gemma":0.002516738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000896387,"about_ca_topic_score_gemma":0.0009854265,"domain_scores_codex":[0.9935234,0.003670193,0.0004398911,0.0006441466,0.00153294,0.0001894133],"domain_scores_gemma":[0.9953235,0.003023853,0.0002807038,0.0003492776,0.0009021557,0.0001205251],"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":[0.0002042517,0.0002393597,0.001606658,0.0009587937,0.0003152048,0.0005820504,0.00151941,0.2459733,0.003626317,0.4831786,0.002967031,0.258829],"study_design_scores_gemma":[0.00005287001,0.0002641044,0.0005029253,0.0001785697,0.00007105243,0.0004321737,0.0002924741,0.6718327,0.002921535,0.3112099,0.01215518,0.00008649269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003763935,0.0001850553,0.9920073,0.0001944646,0.00004602745,0.0001170066,0.00002213087,0.00003721723,0.003626964],"genre_scores_gemma":[0.240399,0.0005211058,0.754745,0.0002142546,0.00009043422,0.0005501676,0.00006490466,0.00003415086,0.003381027],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008826734,"threshold_uncertainty_score":0.04668081,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4295329725","doi":"10.1108/k-03-2022-0468","title":"Connecting reverse logistics with circular economy in the context of Industry 4.0","year":2022,"lang":"en","type":"article","venue":"Kybernetes","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Reverse logistics; Context (archaeology); Delphi method; Circular economy; Business; Computer science; Supply chain; Process management; Industrial organization; Environmental economics; Marketing; Economics","authors":[{"name":"Sharfuddin Ahmed Khan","is_ca":true},{"name":"Wafaa Laalaoui","is_ca":false},{"name":"Fatma Hokal","is_ca":false},{"name":"Mariam Tareq","is_ca":false},{"name":"Laila Ahmad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01590990600514739,"gpt":0.2039093202268735,"spread":0.1879994142217261,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003531769,0.0003979476,0.0002220441,0.003121433,0.003251493,0.007277511,0.0007371816,0.00138044,0.006967262],"category_scores_gemma":[0.005999647,0.0002880935,0.0005420607,0.003779192,0.005478485,0.006849076,0.005585498,0.001330327,0.000518156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006281685,"about_ca_system_score_gemma":0.007056068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00767708,"about_ca_topic_score_gemma":0.009326343,"domain_scores_codex":[0.9952633,0.002726404,0.0001950579,0.000293407,0.0008346614,0.0006870819],"domain_scores_gemma":[0.9923005,0.004288551,0.001388812,0.0003479795,0.001230207,0.000443887],"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":[0.0001460163,0.0003837503,0.09992384,0.002170807,0.00008669299,0.006748136,0.07791016,0.009714926,0.003099716,0.6635191,0.006215172,0.1300817],"study_design_scores_gemma":[0.00002587397,0.0004858262,0.07671341,0.003059843,0.0001208655,0.002897385,0.4600269,0.01688094,0.003672887,0.1973902,0.2385576,0.0001682058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6600684,0.003149715,0.06003143,0.01336297,0.0001887077,0.0006834251,0.0001989959,0.0001076312,0.2622088],"genre_scores_gemma":[0.9803476,0.001438728,0.01254113,0.0006156006,0.00002938051,0.0001429521,0.00006994118,0.00001576285,0.004799062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00767708,"threshold_uncertainty_score":0.04557705,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990260952","doi":"10.1108/03684921011043215","title":"Performance evaluation and risk analysis of online banking service","year":2010,"lang":"en","type":"article","venue":"Kybernetes","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Data envelopment analysis; Revenue; Service (business); Principal component analysis; Computer science; Financial services; Originality; Retail banking; Business; Finance; Marketing; Statistics; Artificial intelligence; Mathematics","authors":[{"name":"Dexiang Wu","is_ca":true},{"name":"Desheng Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05499879288663853,"gpt":0.3751393660522011,"spread":0.3201405731655625,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006638235,0.0006244896,0.0005733633,0.003274347,0.0003026957,0.001624099,0.0003452019,0.0004069448,0.001675152],"category_scores_gemma":[0.02526822,0.000114005,0.000691912,0.00256402,0.0006038046,0.001494326,0.0009474953,0.0005268342,0.0002546519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699902,"about_ca_system_score_gemma":0.00109226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00289065,"about_ca_topic_score_gemma":0.00183491,"domain_scores_codex":[0.9932147,0.003568984,0.0004072482,0.0003647958,0.002109203,0.0003349876],"domain_scores_gemma":[0.977679,0.01426007,0.003287424,0.0009400511,0.003437382,0.0003960521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009017981,0.0009432687,0.406125,0.0003971975,0.0004999914,0.0002535832,0.001364581,0.2542001,0.005000698,0.02028545,0.001606256,0.3084221],"study_design_scores_gemma":[0.00002798476,0.001737532,0.2551751,0.0001163139,0.0001342344,0.0002221921,0.002507564,0.7179207,0.006980575,0.01321365,0.001868614,0.00009553228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499422,0.0003226953,0.04143289,0.0002633584,0.00001500079,0.0001624679,0.0003057072,0.00007117153,0.007484618],"genre_scores_gemma":[0.9945602,0.00008000481,0.00485191,0.000007952038,0.00000664907,0.00003426105,0.0001242381,0.000004884441,0.000329954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006638235,"threshold_uncertainty_score":0.03510672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3190116844","doi":"10.1108/k-03-2021-0202","title":"A best-worst-method-based performance evaluation framework for manufacturing industry","year":2021,"lang":"en","type":"article","venue":"Kybernetes","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stakeholder; Originality; Manufacturing; Computer science; Manufacturing engineering; Quarter (Canadian coin); Multiple-criteria decision analysis; Balanced scorecard; Performance measurement; Metric (unit); Operations management; Business; Operations research; Process management; Engineering; Marketing; Economics; Management","authors":[{"name":"Sharfuddin Ahmed Khan","is_ca":false},{"name":"Simonov Kusi‐Sarpong","is_ca":false},{"name":"Iram Naim","is_ca":false},{"name":"Hadi Badri Ahmadi","is_ca":false},{"name":"Adegboyega Oyedijo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05816575229307504,"gpt":0.319177170201192,"spread":0.2610114179081169,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02000196,0.002032051,0.001213051,0.007813508,0.001589212,0.005222318,0.002017115,0.001221451,0.003416182],"category_scores_gemma":[0.01720299,0.0004313276,0.001700719,0.004510069,0.001804944,0.00319318,0.002740974,0.001916503,0.0005411147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006118224,"about_ca_system_score_gemma":0.006430548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008347517,"about_ca_topic_score_gemma":0.01074411,"domain_scores_codex":[0.9811338,0.01026833,0.001171959,0.001009529,0.005773065,0.0006433698],"domain_scores_gemma":[0.991681,0.003375732,0.001085338,0.00051099,0.003112168,0.0002346728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001660779,0.0004824254,0.01116101,0.001569771,0.0002921295,0.0003138618,0.001302861,0.2865783,0.005394868,0.3536918,0.01008792,0.328959],"study_design_scores_gemma":[0.00005608792,0.0007203202,0.005915354,0.0009512934,0.000131863,0.0003931802,0.002176374,0.7489122,0.00490394,0.1951655,0.04049364,0.0001802847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006590374,0.0006082571,0.9789241,0.0006507114,0.00005971767,0.0005374025,0.0002660088,0.0003682567,0.01199521],"genre_scores_gemma":[0.1753019,0.0003137961,0.8216585,0.0001055944,0.00003960636,0.0006931166,0.0003515226,0.00007554686,0.001460452],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02000196,"threshold_uncertainty_score":0.1057817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313441785","doi":"10.1108/k-09-2022-1254","title":"Climate neutrality through economic growth, digitalisation, eco-innovation and renewable energy in European countries","year":2023,"lang":"en","type":"article","venue":"Kybernetes","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Greenhouse gas; Renewable energy; Environmental economics; Sustainability; Economics; Energy consumption; Neutrality; Consumption (sociology); Natural resource economics; Green growth; Eu countries; European union; Sustainable development; Engineering; Economic policy; Political science","authors":[{"name":"A. P. Haller","is_ca":false},{"name":"Mirela Ştefănică","is_ca":false},{"name":"Gina Ionela Butnaru","is_ca":false},{"name":"Rodica Cristina Butnaru","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02409438855116914,"gpt":0.2072985068133867,"spread":0.1832041182622176,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002367566,0.0002404608,0.0003719504,0.002977775,0.0002800296,0.002393957,0.0002456689,0.0003473004,0.001566455],"category_scores_gemma":[0.004979497,0.0000790749,0.0006484653,0.005316967,0.0007857337,0.001567232,0.001426335,0.0004726464,0.0001670673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007544319,"about_ca_system_score_gemma":0.0006871852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677096,"about_ca_topic_score_gemma":0.003120421,"domain_scores_codex":[0.9989854,0.0002598535,0.0001614798,0.0002385064,0.0002192276,0.0001354998],"domain_scores_gemma":[0.9938736,0.001939606,0.003062851,0.0002571907,0.0006116712,0.0002550725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001108331,0.00008282899,0.9369524,0.0005092173,0.0003137905,0.000696016,0.001225753,0.005906819,0.0002280363,0.01425813,0.001302558,0.03841362],"study_design_scores_gemma":[0.000006119415,0.0000641736,0.9803923,0.0003611786,0.0001343543,0.0003029344,0.003380146,0.001905181,0.000536208,0.002036815,0.01085545,0.00002515947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742296,0.007616789,0.0007830368,0.0006575005,0.00003626015,0.00001959676,0.001431751,0.00001568943,0.01520984],"genre_scores_gemma":[0.9970203,0.001590581,0.0003045436,0.00006909706,0.00002235312,0.000009572985,0.000558887,0.000003101853,0.0004213984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004677096,"threshold_uncertainty_score":0.01252109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977180567","doi":"10.1108/03684920610688586","title":"Learning sets and topologies","year":2006,"lang":"en","type":"article","venue":"Kybernetes","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Cybernetics; Causation; Network topology; Computer science; Originality; Artificial intelligence; Consciousness; Value (mathematics); Topology (electrical circuits); Knowledge management; Mathematics; Epistemology; Machine learning; Creativity; Social psychology; Psychology","authors":[{"name":"Masudul Alam Choudhury","is_ca":true},{"name":"Syed Imran Zaman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09710697515000513,"gpt":0.3787269656693017,"spread":0.2816199905192965,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002750146,0.0005304605,0.0006086958,0.00278929,0.001889288,0.00546459,0.00106996,0.001243811,0.006102127],"category_scores_gemma":[0.01381547,0.000307551,0.0009930752,0.001803733,0.01037241,0.008533346,0.003525117,0.001935596,0.0007246258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001928,"about_ca_system_score_gemma":0.0009168281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008863207,"about_ca_topic_score_gemma":0.0005075611,"domain_scores_codex":[0.9960544,0.001969915,0.0002227515,0.0007955814,0.0007694741,0.0001879113],"domain_scores_gemma":[0.987723,0.008455699,0.001026218,0.001344348,0.001015113,0.0004356242],"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":[0.000006053619,0.000007228455,0.0002870081,0.00004934013,0.000008908729,0.00003431846,0.0003901764,0.002962077,0.00009994117,0.9878598,0.0003584799,0.007936813],"study_design_scores_gemma":[0.000003754789,0.000008363622,0.0001361018,0.00001932501,0.000002488046,0.00005528947,0.0001557072,0.004439994,0.00009266232,0.9896041,0.005477045,0.000005146466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1147151,0.004792897,0.7009999,0.009862319,0.0003909258,0.0001973925,0.0005621135,0.0003518337,0.1681275],"genre_scores_gemma":[0.8496017,0.002094955,0.1361983,0.0005568309,0.0003289838,0.0004252629,0.0004072396,0.00007913428,0.01030757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006102127,"threshold_uncertainty_score":0.02041364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1488916133","doi":"10.1108/03684921211243257","title":"Influence factors analysis of online auditing performance assessment","year":2012,"lang":"en","type":"article","venue":"Kybernetes","topic":"Grey System Theory Applications","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Audit; Analytic hierarchy process; Computer science; Originality; Operational auditing; Process (computing); Process management; Operations research; Accounting; Internal audit; Mathematics; Business; Psychology","authors":[{"name":"Wei Chen","is_ca":false},{"name":"Sifeng Liu","is_ca":false},{"name":"Wally Smieliauskas","is_ca":true},{"name":"Gerhard Trippen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08896056330268515,"gpt":0.4108295550344381,"spread":0.321868991731753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008061179,0.001063511,0.0007996099,0.007593171,0.00109824,0.002812519,0.0007106335,0.0003947519,0.002163145],"category_scores_gemma":[0.03259101,0.0003261658,0.001639424,0.004009202,0.00173849,0.001799026,0.001836691,0.000814485,0.0002159803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002451146,"about_ca_system_score_gemma":0.003332243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006037793,"about_ca_topic_score_gemma":0.003490554,"domain_scores_codex":[0.9844159,0.007207898,0.0007315313,0.0007369492,0.00630148,0.0006061699],"domain_scores_gemma":[0.9713859,0.01861771,0.002919242,0.001312946,0.005254736,0.0005094614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006113544,0.0004847052,0.09965012,0.001660995,0.0006375549,0.0005929734,0.007816527,0.1987603,0.0128031,0.06728487,0.001604185,0.6080933],"study_design_scores_gemma":[0.00006710254,0.0008672827,0.09491591,0.0006953904,0.0005141176,0.0004506248,0.006031812,0.7751593,0.02307109,0.08894487,0.009046679,0.0002357731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2995375,0.0005959327,0.675566,0.0004252889,0.00005355349,0.000952108,0.0001720577,0.0003508811,0.02234668],"genre_scores_gemma":[0.9301888,0.0002337094,0.06854443,0.00001972637,0.00002252066,0.0002248822,0.00008884585,0.00002616014,0.0006509779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008061179,"threshold_uncertainty_score":0.04263216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3167005137","doi":"10.1108/k-10-2020-0693","title":"Potential COVID-19 impacts on the transition to Industry 4.0 in the Brazilian manufacturing sector","year":2021,"lang":"en","type":"article","venue":"Kybernetes","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Originality; Industry 4.0; Contextualization; Manufacturing; Business; Tertiary sector of the economy; Digital transformation; Relevance (law); Pandemic; Blueprint; Industrial organization; Coronavirus disease 2019 (COVID-19); Marketing; Political science; Engineering; Sociology; Computer science; Social science; Qualitative research; Geography","authors":[{"name":"Gustavo Tietz Cazeri","is_ca":false},{"name":"Rosley Anholon","is_ca":false},{"name":"Luis Antonio de Santa-Eulália","is_ca":true},{"name":"Izabela Simon Rampasso","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01935201528305198,"gpt":0.2405932993629212,"spread":0.2212412840798693,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005119518,0.0002684818,0.0002642069,0.002464153,0.005098782,0.006726875,0.0006611147,0.001941673,0.005174317],"category_scores_gemma":[0.01184155,0.0001652812,0.0003887971,0.00326535,0.006888167,0.00415696,0.003477084,0.001759582,0.0003266378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01101485,"about_ca_system_score_gemma":0.01242929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04274386,"about_ca_topic_score_gemma":0.05052462,"domain_scores_codex":[0.9966355,0.001785586,0.0001746259,0.0002762384,0.0006247587,0.000503218],"domain_scores_gemma":[0.9919114,0.004828715,0.001242318,0.0003853746,0.001187833,0.0004443954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000649139,0.00006945422,0.03331315,0.00242476,0.00002887991,0.004607589,0.3912866,0.0006109236,0.003804098,0.4351154,0.01676486,0.1119093],"study_design_scores_gemma":[0.000006492255,0.000056496,0.02603634,0.004989574,0.00002846332,0.0007725587,0.4086314,0.0002821424,0.001258169,0.03461864,0.5232781,0.0000415853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4421456,0.03199765,0.007015472,0.1972971,0.000984708,0.0001994898,0.0005764985,0.00007682191,0.3197067],"genre_scores_gemma":[0.9788693,0.01065402,0.001328981,0.004506679,0.00009531237,0.00005120264,0.0001351926,0.00002049756,0.004338774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04274386,"threshold_uncertainty_score":0.08499014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2085984724","doi":"10.1108/03684921011043233","title":"Risk modeling in crude oil market: a comparison of Markov switching and GARCH models","year":2010,"lang":"en","type":"article","venue":"Kybernetes","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Heteroscedasticity; Autoregressive conditional heteroskedasticity; Econometrics; Autoregressive model; Volatility (finance); Conditional variance; Markov chain; Goodness of fit; Crude oil; Economics; Computer science; Mathematics; Statistics; Engineering","authors":[{"name":"Cuicui Luo","is_ca":true},{"name":"Luis Seco","is_ca":true},{"name":"Haofei Wang","is_ca":false},{"name":"Desheng Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03223472010826585,"gpt":0.2446844129902125,"spread":0.2124496928819467,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002308424,0.0004665702,0.0008678425,0.0007835985,0.0003457839,0.001152527,0.001006846,0.0008972638,0.001747218],"category_scores_gemma":[0.004756938,0.0002890489,0.001182581,0.0007942655,0.0004038485,0.001438607,0.0005255027,0.0008321814,0.0001771643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000962263,"about_ca_system_score_gemma":0.001137589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142765,"about_ca_topic_score_gemma":0.004904533,"domain_scores_codex":[0.9992464,0.0003696638,0.00003337334,0.00009346173,0.0001826306,0.0000745567],"domain_scores_gemma":[0.9969572,0.002338228,0.0003143993,0.0001263704,0.0001935014,0.00007045684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009942696,0.00005806812,0.005492353,0.0000878241,0.0001362418,0.0001012551,0.0001283968,0.8710494,0.0005661869,0.09359127,0.0008479916,0.02784156],"study_design_scores_gemma":[0.00000617205,0.00001519475,0.0006034008,0.000007138016,0.00001415589,0.00001697012,0.00001045047,0.9879908,0.00006370868,0.01098905,0.0002761199,0.00000683726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1903897,0.003333021,0.7941002,0.001376706,0.0001389018,0.00007300566,0.0002788161,0.0004957664,0.00981399],"genre_scores_gemma":[0.9613084,0.002080215,0.03283836,0.00009246292,0.000141676,0.00006284879,0.0002145647,0.00005761294,0.003203886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01142765,"threshold_uncertainty_score":0.02272224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3191668314","doi":"10.1108/k-04-2021-0253","title":"Human resources and Industry 4.0: an exploratory study in the Brazilian business context","year":2021,"lang":"en","type":"article","venue":"Kybernetes","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Human resources; Context (archaeology); Originality; Business; Knowledge management; Human resource management; Best practice; Exploratory research; Value (mathematics); Marketing; Work (physics); Process (computing); Management; Computer science; Engineering; Economics; Qualitative research; Sociology","authors":[{"name":"Pedro Pio","is_ca":false},{"name":"Izabela Simon Rampasso","is_ca":false},{"name":"Gustavo Tietz Cazeri","is_ca":false},{"name":"Luis Antonio de Santa-Eulália","is_ca":true},{"name":"Milena Pavan Serafim","is_ca":false},{"name":"Rosley Anholon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02987806082156192,"gpt":0.2514239012166745,"spread":0.2215458403951126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003130363,0.0002537995,0.0005299971,0.002705633,0.002285508,0.002097862,0.0004081143,0.000617521,0.002149334],"category_scores_gemma":[0.005084367,0.0002402211,0.0002615148,0.003450946,0.001884329,0.001571441,0.001952441,0.0005012933,0.0001465718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003021338,"about_ca_system_score_gemma":0.005843057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02432737,"about_ca_topic_score_gemma":0.05680745,"domain_scores_codex":[0.9980718,0.001107282,0.0001137488,0.0001694758,0.0002864557,0.0002512183],"domain_scores_gemma":[0.9947379,0.003291695,0.0008287035,0.0001297173,0.0005468549,0.0004650689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001160425,0.0007782466,0.2527498,0.006390602,0.00005361581,0.004742147,0.5766776,0.0002706161,0.0029444,0.01272385,0.003248509,0.1393046],"study_design_scores_gemma":[0.00001347869,0.0004294107,0.2022274,0.003095171,0.00004810734,0.000986381,0.7435757,0.0002466872,0.0004657304,0.001531969,0.04734535,0.00003470276],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788456,0.006005366,0.0007538636,0.001418322,0.00002371039,0.0003233344,0.0002310626,0.00000641447,0.0123923],"genre_scores_gemma":[0.9947079,0.00309459,0.0007773975,0.0003918464,0.00001251449,0.0001784366,0.00006679413,0.000003675839,0.0007667869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02432737,"threshold_uncertainty_score":0.04837155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1986720858","doi":"10.1108/03684920810884379","title":"The grey extent analysis","year":2008,"lang":"en","type":"article","venue":"Kybernetes","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Terminology; Set (abstract data type); Cybernetics; Decision analysis; Grey literature; Artificial intelligence; Grey relational analysis; Domain (mathematical analysis); Originality; Data mining; Operations research; Mathematics; Statistics; Qualitative research","authors":[{"name":"Ozan Çakır","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2192729313933755,"gpt":0.420582969650471,"spread":0.2013100382570955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00367297,0.000653246,0.0009182509,0.003417167,0.001034815,0.003404094,0.001103755,0.001051323,0.006277008],"category_scores_gemma":[0.009106509,0.0002887625,0.001600544,0.00216208,0.004322695,0.004573669,0.002726992,0.001742251,0.0005803196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125442,"about_ca_system_score_gemma":0.002270096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002332229,"about_ca_topic_score_gemma":0.001601973,"domain_scores_codex":[0.9969729,0.001112356,0.0001496105,0.0004487777,0.001160273,0.0001559847],"domain_scores_gemma":[0.9968363,0.001890005,0.0003049716,0.0003667089,0.0004944252,0.0001075748],"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":[0.00003406238,0.00001761206,0.0009560372,0.0002423961,0.00005602462,0.0001251935,0.0005766107,0.02750807,0.00226458,0.8921346,0.001464019,0.07462077],"study_design_scores_gemma":[0.00001550165,0.00006132354,0.001462556,0.0001749117,0.00004682257,0.0002136961,0.0003815721,0.09596919,0.001819273,0.87885,0.02096026,0.00004494195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01277101,0.0009408167,0.9525867,0.0008765011,0.0001059247,0.0001814137,0.0001404136,0.0001076317,0.03228956],"genre_scores_gemma":[0.5474997,0.001606415,0.4419989,0.0002588078,0.000169275,0.0003200687,0.0001388519,0.00007267004,0.007935363],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006277008,"threshold_uncertainty_score":0.02099866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2040239754","doi":"10.1108/03684920110391788","title":"Reflections on the conversation theory of Gordon Pask","year":2001,"lang":"en","type":"article","venue":"Kybernetes","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Conversation; Cybernetics; Metaphor; Scope (computer science); Cognitive science; Computer science; TUTOR; Learning theory; Epistemology; Psychology; Artificial intelligence; Mathematics education; Communication; Linguistics; Philosophy","authors":[{"name":"Gary Boyd","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1385115454709248,"gpt":0.4345450308577482,"spread":0.2960334853868234,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01098057,0.000815213,0.0009679395,0.001167691,0.008170418,0.008098288,0.002286814,0.007434454,0.005619072],"category_scores_gemma":[0.01990329,0.0006136766,0.0005948719,0.001468232,0.02821844,0.02800194,0.005304644,0.0213522,0.001898028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008141418,"about_ca_system_score_gemma":0.003581846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01385058,"about_ca_topic_score_gemma":0.008094396,"domain_scores_codex":[0.9897472,0.007498098,0.000186762,0.0007944293,0.001280281,0.0004933126],"domain_scores_gemma":[0.9848005,0.01276655,0.0002849739,0.0002579976,0.001237557,0.0006524735],"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":[0.00003120087,0.00005241579,0.0001683452,0.0001401948,0.000008857885,0.0003681159,0.02454135,0.0003055268,0.00009798191,0.6372432,0.3250768,0.01196605],"study_design_scores_gemma":[0.00001626263,0.00002039696,0.0002370489,0.0004509994,0.000004142558,0.0004022138,0.01508728,0.0004318539,0.0001440097,0.3606417,0.62252,0.00004408252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002623789,0.02858398,0.00373062,0.91464,0.00647335,0.00002243791,0.00003693907,0.00003358558,0.04385535],"genre_scores_gemma":[0.3162153,0.05359044,0.009429162,0.4812058,0.01839964,0.0003753623,0.00007718925,0.0003724206,0.1203347],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01385058,"threshold_uncertainty_score":0.05907035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3176035139","doi":"10.1108/k-02-2021-0161","title":"Cold chain vulnerability assessment through two-stage grey comprehensive measurement of intuitionistic fuzzy entropy","year":2021,"lang":"en","type":"article","venue":"Kybernetes","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Cold chain; Vulnerability (computing); Vulnerability assessment; Entropy (arrow of time); Computer science; Adaptability; Fuzzy logic; Reliability engineering; Data mining; Operations research; Risk analysis (engineering); Mathematics; Artificial intelligence; Computer security; Engineering; Business; Physics","authors":[{"name":"Lan Xu","is_ca":true},{"name":"Qian Tang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2353495406968461,"gpt":0.4432480912243309,"spread":0.2078985505274848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002613823,0.0009810275,0.0006613879,0.002740469,0.0006613523,0.001935447,0.0007652011,0.0006380721,0.001199748],"category_scores_gemma":[0.004857157,0.0003255333,0.001298548,0.001143161,0.001304661,0.002551718,0.001687038,0.0006511056,0.00006305536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002452229,"about_ca_system_score_gemma":0.001531866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004448042,"about_ca_topic_score_gemma":0.002942852,"domain_scores_codex":[0.9978903,0.0007483291,0.0001199981,0.0002775289,0.0007861464,0.0001776399],"domain_scores_gemma":[0.9984702,0.0007052156,0.0002861586,0.00009426622,0.0003659158,0.00007824229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002336616,0.0001257639,0.01745243,0.000380861,0.000327564,0.0003802567,0.001298388,0.7974759,0.01276651,0.09314221,0.0007656812,0.07565074],"study_design_scores_gemma":[0.00001077771,0.0001226384,0.004910884,0.00003817882,0.00006423838,0.0000671286,0.0002300042,0.9604731,0.003043964,0.03046769,0.0005143147,0.0000570829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.164101,0.0002644088,0.828326,0.0002160192,0.00002309094,0.0001834158,0.00009004391,0.0001149462,0.006681055],"genre_scores_gemma":[0.9709563,0.00009637768,0.02828563,0.00001382293,0.000008466306,0.00007836348,0.0000347753,0.000005364766,0.00052094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004448042,"threshold_uncertainty_score":0.01779222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038095448","doi":"10.1108/03684921211257766","title":"Petri net model for supply‐chain quality conflict resolution of a complex product","year":2012,"lang":"en","type":"article","venue":"Kybernetes","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Graduate Research and Innovation Projects of Jiangsu Province; Nanjing University; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Petri net; Computer science; Supply chain; Quality (philosophy); Operations research; Conflict analysis; Originality; Conflict resolution; Distributed computing; Mathematics","authors":[{"name":"Yuan Liu","is_ca":true},{"name":"Shili Fang","is_ca":false},{"name":"Zhigeng Fang","is_ca":false},{"name":"Keith W. Hipel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1142601469244724,"gpt":0.3076990861574028,"spread":0.1934389392329304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007518661,0.0008147369,0.0003907465,0.001021101,0.0006615294,0.001507483,0.001281335,0.0007793434,0.003958997],"category_scores_gemma":[0.001345537,0.0002808202,0.001107625,0.0008713399,0.0008468122,0.001910547,0.000739617,0.001010863,0.0003981491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916844,"about_ca_system_score_gemma":0.002219016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010204,"about_ca_topic_score_gemma":0.008700594,"domain_scores_codex":[0.9993976,0.0002094015,0.00004310818,0.0001244285,0.0001650652,0.00006031367],"domain_scores_gemma":[0.9993812,0.0003161291,0.0001173359,0.00004815475,0.0001036679,0.000033469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001128178,0.00007839651,0.001214382,0.0001361226,0.00005052958,0.0004712142,0.0003245447,0.6906089,0.004020408,0.2820208,0.001016205,0.01994562],"study_design_scores_gemma":[0.00002435702,0.00003799088,0.0002320185,0.00002609123,0.00003259709,0.0000609436,0.00004881723,0.9429181,0.001010447,0.05010385,0.005489142,0.00001565691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0177735,0.0001949783,0.9701642,0.0002995289,0.00007578693,0.0001374111,0.0002184897,0.0002882932,0.01084782],"genre_scores_gemma":[0.6397924,0.0007810186,0.3447717,0.0001409767,0.00006272142,0.0006618116,0.0005230161,0.000080372,0.01318596],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01010204,"threshold_uncertainty_score":0.02008647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2012849415","doi":"10.1108/03684920910944867","title":"Some theoretical results of learning theory based on random sets in set‐valued probability space","year":2009,"lang":"en","type":"article","venue":"Kybernetes","topic":"Fuzzy Systems and Optimization","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Statistical learning theory; Convergence of random variables; Empirical risk minimization; Random element; Mathematics; Probability theory; Random function; Set (abstract data type); Random field; Probability distribution; Statistical distance; Random variable; Computer science; Artificial intelligence; Discrete mathematics; Mathematical optimization; Statistics","authors":[{"name":"Ming-Hu Ha","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Jiqiang Chen","is_ca":false},{"name":"Lifang Zheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01991174315109263,"gpt":0.2737459181938939,"spread":0.2538341750428013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008573435,0.000970735,0.001096359,0.003237648,0.0008826059,0.002972372,0.002045553,0.001661488,0.004318697],"category_scores_gemma":[0.02661017,0.0005585254,0.002413405,0.0026234,0.005747821,0.006126276,0.002222806,0.005102238,0.0008534888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002872669,"about_ca_system_score_gemma":0.001523997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137983,"about_ca_topic_score_gemma":0.0004999724,"domain_scores_codex":[0.9950716,0.00201536,0.000292557,0.0006913258,0.00170274,0.0002264879],"domain_scores_gemma":[0.9824526,0.01352502,0.0008223463,0.001142488,0.001798664,0.0002587998],"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":[0.00000824758,0.0000151574,0.0002595709,0.0001372298,0.00002391367,0.0000523998,0.0001162968,0.01033565,0.0002305024,0.9789292,0.0008948925,0.008996971],"study_design_scores_gemma":[0.000006816764,0.00003625676,0.0004035823,0.00008987816,0.00001889229,0.0001387513,0.00004386235,0.08489668,0.0003922872,0.908649,0.005307213,0.00001667139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00792449,0.005542295,0.9616162,0.003182895,0.0002630792,0.00005058496,0.0001587891,0.0001068132,0.0211549],"genre_scores_gemma":[0.6437179,0.01768897,0.3189034,0.00268749,0.002697394,0.0007544596,0.0005383356,0.000340953,0.01267111],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008573435,"threshold_uncertainty_score":0.04534113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066140716","doi":"10.1108/03684920910976998","title":"Gordon Pask: exchanges between cybernetics and architecture and the envisioning of the IE","year":2009,"lang":"en","type":"article","venue":"Kybernetes","topic":"Architecture and Computational Design","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Concordia University","keywords":"Cybernetics; Originality; Architecture; The arts; Field (mathematics); Conversation; Computer science; Cognitive science; Sociology; Epistemology; Visual arts; Social science; Artificial intelligence; Psychology; Qualitative research; Art; Philosophy","authors":[{"name":"Gonçalo Miguel Furtado Cardoso Lopes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003866704659923821,"gpt":0.1706318489352108,"spread":0.166765144275287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002991631,0.0003143372,0.0002261856,0.001044403,0.007945403,0.008170031,0.0007162833,0.002355003,0.005123292],"category_scores_gemma":[0.008189343,0.0003173823,0.0001726815,0.001519076,0.03035715,0.01206018,0.004268988,0.006070855,0.0006776485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007482581,"about_ca_system_score_gemma":0.004935952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01848587,"about_ca_topic_score_gemma":0.01736967,"domain_scores_codex":[0.9971083,0.001839039,0.00005800691,0.0002884755,0.0005263154,0.0001799304],"domain_scores_gemma":[0.9970623,0.001867869,0.0001970803,0.0002988293,0.0003405992,0.0002333397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002388761,0.00001138908,0.0004923007,0.00006073664,0.000002891488,0.000514456,0.1438437,0.000267344,0.0002628829,0.8220381,0.01728905,0.01519319],"study_design_scores_gemma":[0.000007983063,0.00002194695,0.001706629,0.0003114332,0.000006175897,0.001323795,0.1187556,0.0006483214,0.0008334607,0.2741554,0.6021777,0.00005148262],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2192907,0.0151191,0.01833124,0.1832124,0.001320467,0.00008799348,0.0001203411,0.0001982391,0.5623195],"genre_scores_gemma":[0.9546055,0.003119558,0.003502469,0.00377454,0.0001110803,0.0000398321,0.00002839151,0.000116055,0.03470263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01848587,"threshold_uncertainty_score":0.05429024,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1969675357","doi":"10.1108/03684920210443617","title":"Thorough numerical entropy analysis of some substitutive sequences by lumping","year":2002,"lang":"en","type":"article","venue":"Kybernetes","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; Western University","funders":"","keywords":"Novelty; Computer science; Entropy (arrow of time); Computation; Maple; Algorithm; Theoretical computer science","authors":[{"name":"K. Karamanos","is_ca":false},{"name":"Ilias Kotsireas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04288761892266702,"gpt":0.2965963048043087,"spread":0.2537086858816417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009050067,0.0003938805,0.0004230768,0.001070208,0.0005726939,0.0006292213,0.0004617152,0.0004400251,0.00290322],"category_scores_gemma":[0.002777379,0.0001714206,0.0005994001,0.0004311898,0.001452551,0.001808723,0.000801441,0.0006256859,0.0002728174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235606,"about_ca_system_score_gemma":0.000284681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003692941,"about_ca_topic_score_gemma":0.000317336,"domain_scores_codex":[0.9997059,0.00007188856,0.00001958691,0.0000475017,0.0001166601,0.00003855499],"domain_scores_gemma":[0.9991603,0.0004212339,0.0001184948,0.0001233402,0.0001092721,0.00006735158],"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":[0.0001175854,0.00005143723,0.001329826,0.0001382576,0.000034595,0.000287563,0.0003537753,0.2197545,0.02993304,0.7271156,0.0003975477,0.02048618],"study_design_scores_gemma":[0.000006837048,0.00009751396,0.0007086425,0.00001397838,0.00001583126,0.0001122708,0.00005596799,0.756922,0.01576316,0.2249302,0.001350375,0.00002321755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2996962,0.0002549971,0.6938404,0.0001019415,0.0000396443,0.00002850259,0.00005358454,0.0001869401,0.005797792],"genre_scores_gemma":[0.9107304,0.0001836302,0.08522426,0.00004469113,0.00003452327,0.00004813503,0.00009669889,0.00009255062,0.003545146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00290322,"threshold_uncertainty_score":0.009712219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981349659","doi":"10.1108/03684920710747129","title":"Hyperbox classifiers for arrhythmia classification","year":2007,"lang":"en","type":"article","venue":"Kybernetes","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Classifier (UML); Pattern recognition (psychology); Artificial intelligence; Computer science; Cluster analysis; Feature (linguistics); Data mining; Class (philosophy); Interpretation (philosophy); Fuzzy logic; Genetic algorithm; Mathematics; Machine learning","authors":[{"name":"G. Bortolan","is_ca":false},{"name":"Witold Pedrycz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.044956081914185,"gpt":0.3400968598019091,"spread":0.2951407778877241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003369072,0.0008519369,0.001553307,0.00270707,0.0005690251,0.003126395,0.001486956,0.001453358,0.003860862],"category_scores_gemma":[0.01214614,0.0003890482,0.001106949,0.001300331,0.0008447957,0.003224775,0.001576653,0.001363508,0.002144739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245484,"about_ca_system_score_gemma":0.0007734582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134713,"about_ca_topic_score_gemma":0.0007112158,"domain_scores_codex":[0.9973915,0.0006667153,0.0002281519,0.0006814905,0.0008699074,0.0001622278],"domain_scores_gemma":[0.9943193,0.00312601,0.0007028533,0.0006817344,0.0009601306,0.0002099438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009855055,0.0002110225,0.009030611,0.0005244151,0.0002439377,0.0003087498,0.0003823478,0.1964774,0.02762991,0.03304724,0.006561225,0.7245976],"study_design_scores_gemma":[0.00002170428,0.0001628111,0.002147675,0.0001212127,0.00005131848,0.0001663004,0.00008985877,0.9607885,0.01133392,0.01964423,0.005439274,0.00003328169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03814509,0.001930834,0.9548262,0.0002950009,0.0001627628,0.0002298136,0.0002803396,0.001613526,0.002516486],"genre_scores_gemma":[0.5800552,0.001117027,0.4133838,0.0002884657,0.0003458859,0.0004128984,0.0009105036,0.0002264487,0.003259945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003860862,"threshold_uncertainty_score":0.01781762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292004747","doi":"10.1108/k-03-2022-0365","title":"Main challenges and best practices to be adopted in management training for Industry 4.0","year":2022,"lang":"en","type":"article","venue":"Kybernetes","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Originality; Delphi method; Delphi; Knowledge management; Training (meteorology); Value (mathematics); Process (computing); Set (abstract data type); Best practice; Computer science; Management science; Process management; Business; Engineering; Management; Qualitative research; Artificial intelligence; Sociology","authors":[{"name":"Gustavo Tietz Cazeri","is_ca":false},{"name":"Luis Antonio de Santa-Eulália","is_ca":true},{"name":"André R. Fioravanti","is_ca":false},{"name":"Milena Pavan Serafim","is_ca":false},{"name":"Izabela Simon Rampasso","is_ca":false},{"name":"Rosley Anholon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1307939696171594,"gpt":0.2941663054755816,"spread":0.1633723358584222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05047656,0.0008623362,0.0006785202,0.001961999,0.005316268,0.01139332,0.003185977,0.004143016,0.003607531],"category_scores_gemma":[0.05839189,0.0006027481,0.0009383489,0.001655683,0.003818738,0.007949147,0.006364777,0.004452104,0.00112368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009471785,"about_ca_system_score_gemma":0.04235645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004988197,"about_ca_topic_score_gemma":0.005449419,"domain_scores_codex":[0.9361839,0.03857785,0.004626973,0.002683401,0.01167996,0.006248025],"domain_scores_gemma":[0.9442633,0.02645958,0.005375154,0.00321825,0.01446507,0.006218616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003572828,0.001433728,0.04416931,0.01149234,0.0001785356,0.002619347,0.166148,0.004649889,0.01078311,0.05457564,0.02326871,0.6803241],"study_design_scores_gemma":[0.00007237354,0.001031874,0.04141397,0.0252384,0.000130819,0.002305535,0.6541967,0.007746408,0.009012987,0.05345357,0.2049753,0.000422082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5285941,0.01603733,0.08152688,0.2803928,0.002042057,0.004669521,0.0003005659,0.0006590745,0.08577766],"genre_scores_gemma":[0.8622768,0.006242515,0.1144042,0.007413675,0.0001303197,0.001771391,0.0002216977,0.00007895117,0.00746049],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05047656,"threshold_uncertainty_score":0.2669488,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061991363","doi":"10.1108/03684921111160313","title":"The design and validation of an artificial personality","year":2011,"lang":"en","type":"article","venue":"Kybernetes","topic":"Humor Studies and Applications","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Osta Bio Technologies (Canada)","funders":"","keywords":"Cybernetics; Artificial intelligence; Computer science; Consistency (knowledge bases); Personality psychology; Empirical research; Personality; A priori and a posteriori; Variety (cybernetics); Machine learning; Psychology; Social psychology; Mathematics; Statistics; Epistemology","authors":[{"name":"Faisal L. Kadri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1282873640725847,"gpt":0.3403185630991485,"spread":0.2120311990265638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008998796,0.0004659393,0.0002707968,0.0006012781,0.0005306762,0.001769387,0.001246092,0.0007752857,0.003509265],"category_scores_gemma":[0.02585443,0.0002713551,0.0004752333,0.0002693055,0.001898106,0.001356886,0.001981008,0.0007052009,0.0006177907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068266,"about_ca_system_score_gemma":0.001463488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005900858,"about_ca_topic_score_gemma":0.0003154083,"domain_scores_codex":[0.992577,0.004776174,0.0004508459,0.0008148709,0.001192022,0.0001891603],"domain_scores_gemma":[0.9831914,0.007982559,0.001447918,0.003135837,0.003477682,0.0007644387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00159758,0.001709733,0.05172175,0.00181875,0.0002574137,0.001133263,0.01082014,0.05652754,0.0818715,0.1815186,0.00530924,0.6057145],"study_design_scores_gemma":[0.000971735,0.01521694,0.05567607,0.001119108,0.0004819203,0.002053217,0.006383229,0.555984,0.1046778,0.1116736,0.145342,0.0004203163],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3485632,0.0002189677,0.6207039,0.001472213,0.000350259,0.002574276,0.0002342072,0.001324704,0.02455835],"genre_scores_gemma":[0.6931853,0.00009631838,0.3008063,0.0003342478,0.00003278162,0.001366408,0.0001425575,0.00007153775,0.003964493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008998796,"threshold_uncertainty_score":0.04759073,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1505103021","doi":"10.1108/k-05-2013-0100","title":"Alliances in networks: insights from blockmodeling","year":2013,"lang":"en","type":"article","venue":"Kybernetes","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Cybernetics; Computer science; Originality; Sample (material); Alliance; Value (mathematics); Government (linguistics); Data science; Work (physics); Artificial intelligence; Management science; Sociology; Machine learning; Social science; Economics; Law","authors":[{"name":"Yan Cimon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0160232784340121,"gpt":0.1955790074144871,"spread":0.1795557289804749,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003507226,0.0005648389,0.001059836,0.001604347,0.001103887,0.002109942,0.001244917,0.0010006,0.008410333],"category_scores_gemma":[0.01813882,0.0004694537,0.001144833,0.001543267,0.002091882,0.004360893,0.00196491,0.001425925,0.0006992648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495498,"about_ca_system_score_gemma":0.001071088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009276629,"about_ca_topic_score_gemma":0.006606772,"domain_scores_codex":[0.9982333,0.001113791,0.00006297362,0.0002801232,0.0001898078,0.0001200341],"domain_scores_gemma":[0.982926,0.01226613,0.002487642,0.001094041,0.0006951709,0.0005310858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009195371,0.000113459,0.01643564,0.0001212018,0.0001117376,0.0002340962,0.002105353,0.324554,0.0005946171,0.6399429,0.001328253,0.01436675],"study_design_scores_gemma":[0.0000180767,0.00005354189,0.00208353,0.00003183887,0.00002649507,0.0000963188,0.0003913271,0.701003,0.00008687574,0.2933766,0.002817614,0.0000147952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2552687,0.0007251855,0.7178783,0.001371241,0.0000451001,0.0002114709,0.0004784953,0.0001704753,0.02385107],"genre_scores_gemma":[0.9540125,0.0005912082,0.04046697,0.00007702344,0.00003827693,0.0003519793,0.0002713292,0.00004668074,0.004144003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009276629,"threshold_uncertainty_score":0.02813536,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3023966996","doi":"10.1108/k-03-2019-0172","title":"A proposal for the role of the arts in a new phase of second-order cybernetics","year":2020,"lang":"en","type":"article","venue":"Kybernetes","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Cybernetics; Mainstream; The arts; Craft; Focus (optics); Narrative; Field (mathematics); Reflexivity; Computer science; Argument (complex analysis); Object (grammar); Epistemology; Sociology; Order (exchange); Rigour; Social science; Artificial intelligence; Visual arts; Political science; Philosophy; Mathematics; Law; Art","authors":[{"name":"Tom Scholte","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03817976557839031,"gpt":0.2840474909735973,"spread":0.245867725395207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01545947,0.0007766611,0.0005468487,0.002800894,0.007487714,0.01782198,0.0024112,0.005893739,0.008297325],"category_scores_gemma":[0.01029522,0.000462928,0.000945729,0.001725305,0.08048689,0.02200416,0.008789908,0.009581845,0.001205335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006691082,"about_ca_system_score_gemma":0.008925566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002085799,"about_ca_topic_score_gemma":0.001786587,"domain_scores_codex":[0.9906958,0.00606829,0.0002552068,0.001150201,0.00115079,0.0006796596],"domain_scores_gemma":[0.9909,0.004456412,0.0006721797,0.002045734,0.000944373,0.0009812281],"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":[0.00000688638,0.000009554438,0.00006930076,0.00001988549,7.021508e-7,0.00004140178,0.005779774,0.00005158912,0.00006071309,0.9915335,0.0005724354,0.001854326],"study_design_scores_gemma":[0.00002305131,0.00005312721,0.0002387711,0.0002189702,0.000004533785,0.0001908299,0.01859121,0.0007108674,0.0003628471,0.8634195,0.1161675,0.00001876578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06371697,0.006106378,0.128812,0.2254127,0.004007696,0.000528237,0.0001258922,0.0003522124,0.570938],"genre_scores_gemma":[0.8891605,0.002319062,0.04889382,0.01034631,0.0007481891,0.0007275013,0.00004406955,0.0001569968,0.04760354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01782198,"threshold_uncertainty_score":0.0817585,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2770698525","doi":"10.1108/k-09-2016-0261","title":"Rehearsing the revolution: theatre as a reflective social practice","year":2017,"lang":"en","type":"article","venue":"Kybernetes","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociology; Systems theory; Epistemology; Social theory; Social system; Explication; The arts; Aesthetics; Computer science; Social science; Visual arts; Art; Philosophy","authors":[{"name":"Tom Scholte","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.198872876920286,"gpt":0.4837495211804101,"spread":0.2848766442601241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01771557,0.0007087063,0.0004658927,0.001793042,0.008232765,0.0142878,0.002364303,0.002801845,0.009573812],"category_scores_gemma":[0.02084253,0.0003441432,0.0006846364,0.001120076,0.04198406,0.00990769,0.01284518,0.005939557,0.00167839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003596913,"about_ca_system_score_gemma":0.004227384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293758,"about_ca_topic_score_gemma":0.002214795,"domain_scores_codex":[0.9671214,0.02869867,0.0003732397,0.001071972,0.001649176,0.001085524],"domain_scores_gemma":[0.9849861,0.008430991,0.0009144905,0.003171825,0.0008166747,0.001679873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001165355,0.0002360993,0.001052669,0.0006904884,0.00002295168,0.0006785551,0.3817969,0.001053486,0.001560335,0.4867476,0.02056373,0.1054807],"study_design_scores_gemma":[0.00005720928,0.0002745794,0.00116487,0.001336719,0.00002474464,0.001092671,0.2591423,0.001719696,0.001811612,0.120227,0.6130705,0.00007806504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1687622,0.007574501,0.1485128,0.05153855,0.004351072,0.0006864138,0.0001030635,0.0007349089,0.6177366],"genre_scores_gemma":[0.9417045,0.002290494,0.02418751,0.002366057,0.0005213628,0.0002159047,0.00004893639,0.000220697,0.0284447],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01771557,"threshold_uncertainty_score":0.09369004,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249558969","doi":"10.1108/03684920410514328","title":"Learning systems","year":2004,"lang":"en","type":"article","venue":"Kybernetes","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Disequilibrium; Computer science; Mathematical economics; Cybernetics; Artificial intelligence; Contrast (vision); Management science; Mathematics; Economics","authors":[{"name":"Masudul Alam Choudhury","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08270452992648503,"gpt":0.3675745159126761,"spread":0.2848699859861911,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001146319,0.0007218548,0.0007270524,0.001235515,0.001770593,0.005188152,0.001444714,0.002159329,0.04735024],"category_scores_gemma":[0.004737351,0.0002696547,0.0007811174,0.001112938,0.002685592,0.004078175,0.003715584,0.001771149,0.0101974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002728198,"about_ca_system_score_gemma":0.002369209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003956027,"about_ca_topic_score_gemma":0.002090214,"domain_scores_codex":[0.9982638,0.0004259901,0.0001367935,0.000560468,0.0004061374,0.0002067927],"domain_scores_gemma":[0.998194,0.0005934298,0.0002022609,0.0003628306,0.0004770028,0.0001704169],"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":[0.00001144335,0.00002180238,0.0004681263,0.0000935758,0.00002251019,0.00009775015,0.0001674578,0.00551102,0.0002556463,0.957402,0.01008765,0.02586104],"study_design_scores_gemma":[0.00001856369,0.00002579566,0.0003524352,0.00007820885,0.00001240298,0.0001330377,0.0001599495,0.01086096,0.0002367311,0.803398,0.1847047,0.00001932993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02125472,0.006067386,0.3460169,0.0164145,0.001217587,0.0006790519,0.003708118,0.001263956,0.6033778],"genre_scores_gemma":[0.5955536,0.008196796,0.1221358,0.003565803,0.001046062,0.001226821,0.004351847,0.0002271288,0.2636961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04735024,"threshold_uncertainty_score":0.1584023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2896893668","doi":"10.1108/k-11-2017-0459","title":"Rehearsing resilience(and beyond)","year":2018,"lang":"en","type":"article","venue":"Kybernetes","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Cybernetics; Originality; Value (mathematics); Context (archaeology); Psychological resilience; Autopoiesis; Action (physics); Through-the-lens metering; Empirical research; Sociology; Knowledge management; Order (exchange); Resilience (materials science); Computer science; Public relations; Epistemology; Psychology; Social psychology; Social science; Political science; Business; Qualitative research; Engineering; Artificial intelligence","authors":[{"name":"Megan Ryland","is_ca":true},{"name":"Tom Scholte","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01603770700784429,"gpt":0.3335645745500699,"spread":0.3175268675422256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002677447,0.0005612457,0.0002902314,0.0005153207,0.001536698,0.002618388,0.0009143949,0.0008490389,0.01414431],"category_scores_gemma":[0.008738892,0.0001346513,0.0006065872,0.0002089554,0.003866134,0.002891001,0.005724129,0.001603601,0.001676024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006837662,"about_ca_system_score_gemma":0.001508395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004763124,"about_ca_topic_score_gemma":0.0006126805,"domain_scores_codex":[0.998312,0.0009686445,0.00004630284,0.0001905341,0.0002251104,0.0002574229],"domain_scores_gemma":[0.9964092,0.001677671,0.0003332853,0.000791939,0.0002720948,0.0005156653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001034011,0.001081578,0.006400805,0.002438143,0.00009610814,0.001879355,0.2171331,0.004824832,0.0364049,0.2184147,0.02446888,0.4858235],"study_design_scores_gemma":[0.0001721945,0.002823047,0.02098473,0.003028503,0.0001175481,0.004255849,0.1795896,0.007954321,0.02439422,0.1770852,0.5793096,0.000285098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5471769,0.00308068,0.1861905,0.01322214,0.00342626,0.0007767426,0.0002783622,0.00175464,0.2440937],"genre_scores_gemma":[0.9523681,0.0007766862,0.02625848,0.0006499527,0.0001512189,0.0003020494,0.00009269428,0.0001693514,0.01923152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414431,"threshold_uncertainty_score":0.04731739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2032071735","doi":"10.1108/03684921311323716","title":"Towards compatibility between artificial and psychometric personality models","year":2013,"lang":"en","type":"article","venue":"Kybernetes","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Osta Bio Technologies (Canada)","funders":"","keywords":"Personality; Psychology; Personality psychology; Big Five personality traits; 16PF Questionnaire; Artificial intelligence; Social psychology; Computer science; Big Five personality traits and culture","authors":[{"name":"Faisal L. Kadri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1245929622509549,"gpt":0.3501373843383796,"spread":0.2255444220874246,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05564884,0.0005946672,0.0006271017,0.002323292,0.001033363,0.005140996,0.001250968,0.0009204785,0.003910111],"category_scores_gemma":[0.1749281,0.0005099659,0.001153195,0.001742623,0.004302682,0.003558429,0.004197561,0.002184176,0.0006096511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314286,"about_ca_system_score_gemma":0.001666026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004162,"about_ca_topic_score_gemma":0.0005999277,"domain_scores_codex":[0.9438169,0.03726837,0.002722849,0.00500065,0.01013791,0.001053331],"domain_scores_gemma":[0.6897559,0.2425651,0.01892142,0.02900027,0.01704792,0.002709439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008152245,0.0004182654,0.8534226,0.000380383,0.0004432962,0.0003031416,0.006320141,0.00296298,0.001378951,0.05509162,0.0008136362,0.07764965],"study_design_scores_gemma":[0.0001240145,0.002358954,0.8058351,0.0005715711,0.0002606395,0.001224986,0.00880693,0.05755679,0.001951188,0.1130148,0.008150218,0.0001448743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7938895,0.001002137,0.1732923,0.002579642,0.0003429496,0.000419935,0.0003056045,0.0002344271,0.02793348],"genre_scores_gemma":[0.9850154,0.00008038784,0.01404076,0.0001840633,0.00006248427,0.0001473147,0.0001349601,0.00002288891,0.000311699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05564884,"threshold_uncertainty_score":0.2943028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1971377485","doi":"10.1108/03684920710827274","title":"Designing cybersystemically for symviability","year":2007,"lang":"en","type":"article","venue":"Kybernetes","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Cybernetics; Entertainment; Civilization; Order (exchange); Computer science; Sociology; Epistemology; Engineering ethics; Knowledge management; Business; Artificial intelligence; Political science; Law; Engineering; Philosophy","authors":[{"name":"Gary Boyd","is_ca":true},{"name":"Vladimír Zeman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01420277402143473,"gpt":0.2219120756639988,"spread":0.207709301642564,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009776224,0.0006586153,0.0003471469,0.001311392,0.002939367,0.009778814,0.0009489662,0.001247215,0.008795423],"category_scores_gemma":[0.0122031,0.0006177165,0.0005138448,0.0007467285,0.01793025,0.009211873,0.005011264,0.002238582,0.001109115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002943773,"about_ca_system_score_gemma":0.004593511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006171374,"about_ca_topic_score_gemma":0.001176148,"domain_scores_codex":[0.9890421,0.008521368,0.0003871938,0.0008353773,0.0008567277,0.0003572794],"domain_scores_gemma":[0.9875963,0.006851903,0.0007955922,0.002727448,0.001419063,0.0006097266],"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":[0.00003385359,0.00007024971,0.004056015,0.000340663,0.00002326444,0.0002185485,0.03797307,0.002199696,0.003029587,0.91352,0.001613976,0.03692095],"study_design_scores_gemma":[0.00006524418,0.0003544791,0.002956483,0.0009069603,0.00007684257,0.000788443,0.04591277,0.008378051,0.008908694,0.5488352,0.3827486,0.00006833633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1630161,0.001326651,0.5831983,0.007406481,0.0006312125,0.0004531043,0.00005116072,0.0007994827,0.2431176],"genre_scores_gemma":[0.8828382,0.0004988685,0.1036395,0.0005467731,0.00004117899,0.0003070258,0.00004598595,0.0001718759,0.01191062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009778814,"threshold_uncertainty_score":0.0517022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158370906","doi":"10.1108/03684920110363923","title":"Fuzzy monotone functions and applications","year":2001,"lang":"en","type":"article","venue":"Kybernetes","topic":"Fuzzy Systems and Optimization","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Membership function; Fuzzy logic; Monotone polygon; Fuzzy number; Mathematics; Fuzzy classification; Fuzzy set operations; Computer science; Defuzzification; Function (biology); Fuzzy set; Artificial intelligence; Algorithm; Theoretical computer science; Mathematical optimization","authors":[{"name":"Edward T. Lee","is_ca":false},{"name":"Te‐Shun Chou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02512929587586586,"gpt":0.2669456527608962,"spread":0.2418163568850303,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001620827,0.0008419341,0.0007155819,0.002107117,0.0008472037,0.001862404,0.0007243811,0.001182656,0.004983643],"category_scores_gemma":[0.005982104,0.0002805582,0.0007618465,0.001889754,0.001698734,0.002256022,0.001162327,0.001705015,0.001255614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508699,"about_ca_system_score_gemma":0.0006247644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254359,"about_ca_topic_score_gemma":0.0007139158,"domain_scores_codex":[0.998862,0.0003449957,0.00009361629,0.0001794089,0.0004415321,0.00007845452],"domain_scores_gemma":[0.9986259,0.0006206507,0.00009754432,0.00009867485,0.0004818092,0.00007553954],"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":[0.00002942217,0.00002005897,0.000250656,0.0002503658,0.00001278239,0.0001063895,0.0001961294,0.01339408,0.002691546,0.8779201,0.002987685,0.1021407],"study_design_scores_gemma":[0.00001072387,0.00007143128,0.0004053494,0.0001394447,0.00001242011,0.0004748062,0.0001135139,0.1060293,0.001853893,0.8423305,0.04853151,0.00002717879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01577774,0.01273236,0.8881028,0.00141413,0.0004608365,0.00008086174,0.0001427256,0.0002449947,0.08104352],"genre_scores_gemma":[0.4792653,0.01536739,0.4701044,0.000734476,0.001069906,0.0002749637,0.0002936261,0.0001945688,0.03269543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004983643,"threshold_uncertainty_score":0.0166719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2054963975","doi":"10.1108/03684920210413755","title":"Simulation versus optimization in knowledge‐induced fields","year":2002,"lang":"en","type":"article","venue":"Kybernetes","topic":"Economic Theory and Institutions","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Complementarity (molecular biology); Premise; Computer science; Phenomenon; Mathematical economics; Economics; Epistemology; Management science; Microeconomics; Positive economics; Philosophy","authors":[{"name":"Masudul Alam Choudhury","is_ca":true},{"name":"Gábor Korvin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0803234313893157,"gpt":0.2510104878679615,"spread":0.1706870564786458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002806933,0.000628628,0.000970117,0.0008287028,0.0006172362,0.001829606,0.0009104221,0.001476186,0.005206551],"category_scores_gemma":[0.008157815,0.000320539,0.0009285136,0.000818647,0.005024527,0.002886258,0.002160056,0.001489239,0.0002962812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765457,"about_ca_system_score_gemma":0.001780346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002647812,"about_ca_topic_score_gemma":0.001643341,"domain_scores_codex":[0.9984772,0.001090509,0.00004389281,0.0001347195,0.0001797459,0.00007395656],"domain_scores_gemma":[0.9948648,0.004208616,0.0002827319,0.0003503891,0.0001736884,0.0001197262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001894852,0.00001545864,0.0002115804,0.00005135988,0.00001816974,0.00001642237,0.00005906842,0.1964484,0.00009820981,0.7989719,0.0002716547,0.003818901],"study_design_scores_gemma":[0.00002716121,0.00001566087,0.00006250509,0.0000219394,0.000004979133,0.000005692502,0.00002340334,0.2979224,0.000081831,0.6997696,0.002058449,0.000006352377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03360452,0.00211574,0.9136986,0.005314788,0.0002396495,0.00009375872,0.0001455803,0.0001391503,0.04464812],"genre_scores_gemma":[0.7889462,0.003010069,0.1947804,0.0006360794,0.0003314669,0.0006501088,0.0002048192,0.0001234279,0.01131758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005206551,"threshold_uncertainty_score":0.01741767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965336114","doi":"10.1108/03684921211276765","title":"Agent behaviors and coordinative mechanism","year":2012,"lang":"en","type":"article","venue":"Kybernetes","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Shapley value; Imputation (statistics); Stochastic game; Incentive; Mathematical optimization; Differential game; Profit sharing; Mathematical economics; Game theory; Microeconomics; Economics; Mathematics; Missing data; Machine learning","authors":[{"name":"Xiaojing Zheng","is_ca":false},{"name":"Xusong Xu","is_ca":false},{"name":"Cui Cui Luo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09360523249971987,"gpt":0.3893643810697544,"spread":0.2957591485700345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001676295,0.0005044093,0.0003554869,0.0006399137,0.000727237,0.001475522,0.00121477,0.0006813266,0.0032404],"category_scores_gemma":[0.00371217,0.0001994829,0.0004924339,0.0004501134,0.001696954,0.002110125,0.001348295,0.0005669435,0.0003310693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010188,"about_ca_system_score_gemma":0.001806373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001676706,"about_ca_topic_score_gemma":0.0007672072,"domain_scores_codex":[0.9986518,0.0005025102,0.0001045604,0.0003291541,0.0002954393,0.0001165339],"domain_scores_gemma":[0.9987003,0.0003192465,0.0003675104,0.0002560124,0.0002467539,0.0001101433],"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":[0.00004599122,0.00007249047,0.002402591,0.0001129218,0.00008452547,0.0002273308,0.0004415243,0.1340342,0.00418023,0.828696,0.0009047464,0.02879739],"study_design_scores_gemma":[0.00007556522,0.0002401306,0.002286661,0.0000787779,0.0000742566,0.000342039,0.0004756369,0.5054641,0.004002658,0.4694174,0.01747201,0.00007080581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1020578,0.0003535655,0.8587634,0.001031891,0.0001045812,0.0001525022,0.00008300882,0.0003948855,0.03705844],"genre_scores_gemma":[0.9457781,0.000215427,0.04739354,0.00007985658,0.00003268833,0.0001897081,0.0000610342,0.00002416613,0.006225479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0032404,"threshold_uncertainty_score":0.01084024,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392971489","doi":"10.1108/k-10-2023-2051","title":"Recovery time of the hotel and restaurant sector in Indonesia after COVID-19 crisis: a survival analysis","year":2024,"lang":"en","type":"article","venue":"Kybernetes","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tourism; Economic recovery; Unemployment; Regression analysis; Proportional hazards model; Business; Quarter (Canadian coin); Crisis management; Value (mathematics); Coronavirus disease 2019 (COVID-19); Actuarial science; Economics; Statistics; Economic growth; Geography; Macroeconomics","authors":[{"name":"Ray Sastri","is_ca":false},{"name":"Fanglin Li","is_ca":false},{"name":"Hafiz Muhammad Naveed","is_ca":false},{"name":"Arbi Setiyawan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02119783388931211,"gpt":0.3145033914602388,"spread":0.2933055575709266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002534587,0.0003550959,0.0003574666,0.00125128,0.0004290201,0.00109031,0.0005942692,0.0004733049,0.004915182],"category_scores_gemma":[0.006161921,0.0001454406,0.001332453,0.0009229163,0.0004971983,0.0007405024,0.0009091924,0.00122793,0.0005240491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009196321,"about_ca_system_score_gemma":0.0009984481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01588999,"about_ca_topic_score_gemma":0.009306095,"domain_scores_codex":[0.9993675,0.000135772,0.00005015329,0.0001417597,0.00007571715,0.0002290662],"domain_scores_gemma":[0.9950295,0.002132352,0.001478622,0.000250708,0.0005384875,0.0005702337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000547049,0.0001206295,0.9685961,0.00009635618,0.0001757809,0.0006434405,0.0008152119,0.01178548,0.0002498105,0.001341004,0.001871507,0.01375759],"study_design_scores_gemma":[0.00002314088,0.0006276234,0.8849396,0.0001217471,0.0002901159,0.0005858631,0.004102005,0.104266,0.0005955711,0.002111377,0.002254852,0.00008212405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942874,0.0003562179,0.002336705,0.0003532428,0.00002550007,0.00003577792,0.001522023,0.0000273503,0.00105582],"genre_scores_gemma":[0.9975267,0.0001440356,0.0001961574,0.0000196981,0.00001107711,0.00002421448,0.001200005,0.000005246911,0.0008728785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588999,"threshold_uncertainty_score":0.03159499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2887263813","doi":"10.1108/k-11-2017-0460","title":"An evolutionary phenomenology of resilience","year":2018,"lang":"en","type":"article","venue":"Kybernetes","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Cybernetics; Originality; Epistemology; Parliament; Sociology; Transdisciplinarity; Schema (genetic algorithms); Management science; Computer science; Politics; Knowledge management; Social science; Artificial intelligence; Law; Political science; Qualitative research; Engineering","authors":[{"name":"Robert M. Cutler","is_ca":true},{"name":"Alexander von Lingen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1165376571413384,"gpt":0.4137428290049042,"spread":0.2972051718635659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003651938,0.0003471417,0.0003070854,0.001853232,0.004111784,0.004025188,0.0009920733,0.001645479,0.00408888],"category_scores_gemma":[0.006241863,0.0001780544,0.0004758062,0.00155244,0.03265716,0.007516182,0.004238386,0.001603039,0.0002162525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003439282,"about_ca_system_score_gemma":0.001624221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001593952,"about_ca_topic_score_gemma":0.0008734189,"domain_scores_codex":[0.9974369,0.001798143,0.00006646122,0.0002673054,0.0002167967,0.000214373],"domain_scores_gemma":[0.9972299,0.00179735,0.0002178507,0.0003812669,0.0001998283,0.000173716],"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":[0.000006484184,0.000006238182,0.0004334642,0.00003827973,0.000003577182,0.0001861369,0.01346643,0.0007818731,0.0001070543,0.9820167,0.0004062791,0.002547434],"study_design_scores_gemma":[0.00001053033,0.00002101508,0.0007435214,0.00014332,0.000006608792,0.0005196386,0.02938041,0.002427239,0.0001302144,0.9171627,0.04943774,0.00001700935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2597818,0.005650635,0.1803429,0.03531121,0.0004939132,0.0003531573,0.0001932586,0.0001288472,0.5177444],"genre_scores_gemma":[0.9896533,0.0005699157,0.005991395,0.0004478358,0.00003736235,0.00007828688,0.00002474135,0.00001594229,0.003181194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004111784,"threshold_uncertainty_score":0.02495384,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988002651","doi":"10.1108/03684921211290903","title":"Introduction to special issue on “Recent advances of engineering management and risk management in China”","year":2012,"lang":"en","type":"article","venue":"Kybernetes","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Variety (cybernetics); Risk management; China; Computer science; Originality; Work (physics); Cybernetics; Risk analysis (engineering); Management science; Value (mathematics); Engineering management; Engineering; Business; Political science; Artificial intelligence","authors":[{"name":"Desheng Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01298152568490142,"gpt":0.2885439412533782,"spread":0.2755624155684768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001587241,0.001035748,0.0008933796,0.003279608,0.0009428688,0.002337888,0.0008974612,0.001446773,0.04514491],"category_scores_gemma":[0.003556731,0.0002193391,0.0008746185,0.002772426,0.0007320791,0.002405654,0.001384355,0.001717832,0.008451471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405625,"about_ca_system_score_gemma":0.001882604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029792,"about_ca_topic_score_gemma":0.002895576,"domain_scores_codex":[0.9991093,0.0001439494,0.00009867029,0.0001681583,0.0003958769,0.00008399833],"domain_scores_gemma":[0.9963807,0.0009218337,0.0002924032,0.0001836379,0.00174504,0.0004763041],"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":[0.00003533431,0.00002169373,0.0007121745,0.000781132,0.00001730603,0.0001268112,0.000124967,0.0001602291,0.000380867,0.004903364,0.9340211,0.05871515],"study_design_scores_gemma":[0.000007442673,0.00004213132,0.004060441,0.0004273232,0.00002009271,0.0001769714,0.0001091268,0.0002818811,0.0002462459,0.002245766,0.9923651,0.00001748584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004936536,0.1079298,0.005264056,0.08332729,0.7292264,0.0001873046,0.001651939,0.000404842,0.06707188],"genre_scores_gemma":[0.03609605,0.1113775,0.003206674,0.01988574,0.6510198,0.000211214,0.003235946,0.0003299152,0.1746372],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04514491,"threshold_uncertainty_score":0.1510248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2013095981","doi":"10.1108/03684920010346329","title":"On the effects of random time in dynamical systems","year":2000,"lang":"en","type":"article","venue":"Kybernetes","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Dynamical systems theory; Brownian motion; White noise; Statistical physics; Computer science; Linear dynamical system; Dynamical system (definition); Random dynamical system; Property (philosophy); Mathematics; Scale (ratio); Applied mathematics; Statistics; Physics","authors":[{"name":"Guy Jumarie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00183559907805004,"gpt":0.1926499334674977,"spread":0.1908143343894476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005833298,0.001076352,0.001162535,0.001306185,0.0008976284,0.001752347,0.0009091452,0.001592018,0.002779662],"category_scores_gemma":[0.0224322,0.0004402167,0.001321609,0.0007566242,0.005909486,0.003641788,0.001855234,0.002583953,0.0004294411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420763,"about_ca_system_score_gemma":0.000790995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540188,"about_ca_topic_score_gemma":0.001150358,"domain_scores_codex":[0.9973176,0.001515865,0.00009644343,0.0002754559,0.0005930193,0.0002016126],"domain_scores_gemma":[0.9746923,0.0218345,0.001177486,0.0009655778,0.0009862874,0.0003438758],"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":[0.00005093384,0.0000372522,0.001081082,0.0002520799,0.0001264484,0.0002952198,0.0004169449,0.1564559,0.001791063,0.825983,0.001933597,0.01157641],"study_design_scores_gemma":[0.00003347621,0.0001370766,0.00155397,0.0001083223,0.00007824168,0.0001416881,0.00007107029,0.2980031,0.001102501,0.6893062,0.009397603,0.00006680767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06816401,0.01463929,0.848083,0.009912417,0.00122548,0.0001060976,0.0001701613,0.0003615201,0.05733804],"genre_scores_gemma":[0.9342862,0.01104186,0.04151705,0.001469669,0.001977066,0.000180272,0.0000747632,0.0002799352,0.009173292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005833298,"threshold_uncertainty_score":0.03084981,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2892924040","doi":"10.1108/k-02-2018-0089","title":"Seeing through the eyes of the other","year":2018,"lang":"en","type":"article","venue":"Kybernetes","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Empathy; Discipline; Design studio; Studio; Computer science; Engineering ethics; Sociology; Psychology; Engineering; Social psychology; Social science","authors":[{"name":"Brian R. Sinclair","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02923857339772635,"gpt":0.3498091915897124,"spread":0.320570618191986,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003490952,0.0008719338,0.0005973877,0.001242326,0.009201077,0.01475321,0.001437172,0.002901116,0.01736687],"category_scores_gemma":[0.008104096,0.0003716535,0.001313685,0.0008229456,0.02528491,0.01171142,0.01288906,0.005351138,0.003423984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002670302,"about_ca_system_score_gemma":0.004266626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003849199,"about_ca_topic_score_gemma":0.003407977,"domain_scores_codex":[0.9924494,0.004005413,0.0001770066,0.001207375,0.00119821,0.0009625456],"domain_scores_gemma":[0.9955857,0.001836459,0.0003815599,0.0008640484,0.0005648302,0.0007673866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001291571,0.0001616254,0.004510719,0.0005066471,0.00005064603,0.003373137,0.5249147,0.0007642494,0.008395674,0.3798868,0.01660421,0.06070252],"study_design_scores_gemma":[0.0000275239,0.0002121367,0.001815529,0.0008904694,0.00006928771,0.004828962,0.3130468,0.001008196,0.004880263,0.08928816,0.5837979,0.0001347299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1717476,0.002394557,0.08642587,0.02407192,0.001410587,0.0002728696,0.0001363827,0.0005822295,0.7129579],"genre_scores_gemma":[0.9179959,0.001187724,0.01391237,0.003324258,0.0001649997,0.00009503517,0.00005556977,0.0002757021,0.06298851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01736687,"threshold_uncertainty_score":0.05809802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401234418","doi":"10.1108/k-03-2024-0695","title":"Model and algorithm for the location-inventory problem in pallet pooling systems","year":2024,"lang":"en","type":"article","venue":"Kybernetes","topic":"Facility Location and Emergency Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Pallet; Pooling; Computer science; Mathematical optimization; Genetic algorithm; Algorithm; Operations research; Mathematics; Artificial intelligence; Engineering","authors":[{"name":"Bowen Miao","is_ca":false},{"name":"Xiaoting Shang","is_ca":false},{"name":"Kai Yang","is_ca":false},{"name":"Bin Jia","is_ca":false},{"name":"Guoqing Zhang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03283113307381145,"gpt":0.2410173519301625,"spread":0.2081862188563511,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000943421,0.001068534,0.001183296,0.0007210565,0.0007833611,0.001921402,0.001735842,0.001506367,0.006991586],"category_scores_gemma":[0.001871061,0.0005215597,0.0011432,0.00105575,0.0007067099,0.001624708,0.001321242,0.001757638,0.0007819828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001842276,"about_ca_system_score_gemma":0.002529339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01529911,"about_ca_topic_score_gemma":0.00826865,"domain_scores_codex":[0.9994611,0.0001703349,0.00003046265,0.0001313048,0.0001121676,0.0000946304],"domain_scores_gemma":[0.9995168,0.0002547346,0.00007320463,0.00002545676,0.000106439,0.00002345829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001802319,0.00001866135,0.0002378628,0.00005834508,0.00001241156,0.00005166993,0.00002945943,0.9794223,0.0002793354,0.01013026,0.0005267757,0.009214852],"study_design_scores_gemma":[0.000006143063,0.00001200764,0.00003738526,0.000006210362,0.000005383649,0.00001247282,0.00001181588,0.9966885,0.00009318703,0.002587213,0.0005364344,0.00000333255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006382079,0.0002639336,0.9877164,0.000203546,0.00003921369,0.0001007179,0.00008703757,0.0001504382,0.005056714],"genre_scores_gemma":[0.539174,0.001129256,0.444038,0.0001780037,0.0000980066,0.001078597,0.0004394563,0.0001544583,0.01371019],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01529911,"threshold_uncertainty_score":0.03042012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002854121","doi":"10.1108/03684920610653665","title":"Thinking about experience and action","year":2006,"lang":"en","type":"article","venue":"Kybernetes","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Cybernetics; Action (physics); Originality; Subjectivity; Meaning (existential); Epistemology; Value (mathematics); Constraint (computer-aided design); Computer science; Cognitive science; Management science; Artificial intelligence; Psychology; Sociology; Philosophy; Mathematics; Qualitative research; Social science; Engineering","authors":[{"name":"Richard Jung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03633605319094074,"gpt":0.2804255453085704,"spread":0.2440894921176296,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005138246,0.000737554,0.0006858292,0.002056358,0.00251437,0.009087974,0.0015018,0.002041409,0.007331033],"category_scores_gemma":[0.007088138,0.0002581516,0.0008731801,0.001329024,0.03136559,0.01284715,0.003601281,0.004588363,0.0008514366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814804,"about_ca_system_score_gemma":0.003143168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689117,"about_ca_topic_score_gemma":0.001194271,"domain_scores_codex":[0.9961022,0.00209133,0.0001882738,0.000730384,0.0006523355,0.0002354166],"domain_scores_gemma":[0.9948403,0.003100124,0.000390493,0.0007145553,0.0005965331,0.0003579031],"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":[0.000007179134,0.00001005533,0.0002003716,0.0001144281,0.00001005706,0.00005794519,0.005199266,0.0003364558,0.0001525303,0.9846016,0.001038146,0.008271861],"study_design_scores_gemma":[0.000007020867,0.00001658352,0.0002825008,0.000228477,0.000008538622,0.0001420782,0.003366754,0.0005878262,0.0001207227,0.9594482,0.0357765,0.00001481312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0355749,0.02353894,0.4535374,0.04815423,0.001779872,0.0003431265,0.0003497319,0.0003581198,0.4363636],"genre_scores_gemma":[0.8548146,0.008626075,0.1117968,0.005869835,0.0007045575,0.0007075721,0.000311756,0.0001069592,0.01706169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009087974,"threshold_uncertainty_score":0.027174,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2069015004","doi":"10.1108/03684920610662430","title":"Formal calculus for real‐valued fractional Brownian motions prospects in systems science","year":2006,"lang":"en","type":"article","venue":"Kybernetes","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Fractional Brownian motion; Fractional calculus; Fractal; Stochastic calculus; Mathematics; Generalization; Calculus (dental); Applied mathematics; Notation; Computer science; Brownian motion; Mathematical analysis; Differential equation","authors":[{"name":"Guy Jumarie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02127156283164607,"gpt":0.2221497883573945,"spread":0.2008782255257484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004051422,0.0006083029,0.0006521138,0.001355235,0.001028326,0.00234273,0.0009534577,0.0008791659,0.003771798],"category_scores_gemma":[0.004403872,0.000279005,0.00140323,0.001080318,0.004635406,0.003820289,0.001298665,0.002220061,0.0005133814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001705403,"about_ca_system_score_gemma":0.001701936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281145,"about_ca_topic_score_gemma":0.0007041281,"domain_scores_codex":[0.9989787,0.0003254429,0.00008755177,0.0001457381,0.000371657,0.0000908838],"domain_scores_gemma":[0.9980935,0.001024683,0.0003078358,0.0001649029,0.0003017596,0.0001073392],"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":[0.000001155235,0.000003097476,0.0000276315,0.00001509717,0.000002448612,0.00002543092,0.00007716754,0.001441963,0.0001343283,0.996689,0.0002157645,0.001366972],"study_design_scores_gemma":[0.000006780874,0.00001335555,0.00008763273,0.00002860577,0.000006859522,0.00007961075,0.00003952995,0.02115009,0.0001811555,0.9661056,0.01228971,0.0000111268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0116506,0.003051138,0.9645981,0.002178753,0.0005295124,0.00006633827,0.0001081644,0.0001133275,0.01770408],"genre_scores_gemma":[0.5703043,0.00494993,0.4011926,0.001352129,0.001399555,0.0005723368,0.000206873,0.0001463596,0.01987592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004051422,"threshold_uncertainty_score":0.0214262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294176289","doi":"10.1108/k-10-2021-1054","title":"Transfusions or hematopoiesis? How government subsidies and extended warranties feed decision-making about low-quality recycled used products in closed-loop supply chains","year":2022,"lang":"en","type":"article","venue":"Kybernetes","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Remanufacturing; Stackelberg competition; Supply chain; Business; Quality (philosophy); Reuse; Environmental economics; Subsidy; Reverse logistics; Industrial organization; Economics; Microeconomics; Marketing; Engineering; Manufacturing engineering; Waste management","authors":[{"name":"Xiaogang Cao","is_ca":false},{"name":"Yuan Li","is_ca":false},{"name":"Kai Huang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01731251841789513,"gpt":0.2428264476694797,"spread":0.2255139292515845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002671104,0.0003110998,0.0005007015,0.0003952201,0.0007405903,0.002992512,0.0005583293,0.001442716,0.007830034],"category_scores_gemma":[0.01402115,0.000242206,0.0004577669,0.0004075451,0.001825728,0.002276052,0.0008699686,0.001093046,0.0002583988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003332003,"about_ca_system_score_gemma":0.004097769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008344956,"about_ca_topic_score_gemma":0.006687499,"domain_scores_codex":[0.9983847,0.0008180739,0.00004800042,0.0001654367,0.0002039544,0.0003798766],"domain_scores_gemma":[0.9916759,0.005345949,0.001824638,0.0001725758,0.0005273411,0.0004536098],"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":[0.003079433,0.001584667,0.1209679,0.001076593,0.0004979702,0.002284766,0.00357184,0.2932009,0.01034571,0.3825683,0.006915187,0.1739068],"study_design_scores_gemma":[0.0004862359,0.002242559,0.06901605,0.000758589,0.0006185733,0.0005237847,0.01170609,0.3558679,0.007447378,0.517622,0.03344564,0.0002652228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341637,0.001769295,0.02155191,0.007805378,0.000144257,0.0001303966,0.0001317608,0.00006292628,0.03424035],"genre_scores_gemma":[0.9968098,0.0002371263,0.0008835262,0.000158649,0.00001312973,0.00001047123,0.000008117343,0.000003348813,0.001875777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008344956,"threshold_uncertainty_score":0.02619404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989672758","doi":"10.1108/03684920010322226","title":"System modeling with fuzzy plug‐ins","year":2000,"lang":"en","type":"article","venue":"Kybernetes","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Space Agency; University of Alberta","funders":"","keywords":"Computer science; Fuzzy logic; Neuro-fuzzy; Fuzzy set operations; Data mining; Context (archaeology); Cluster analysis; Artificial intelligence; Fuzzy set; Fuzzy control system","authors":[{"name":"Witold Pedrycz","is_ca":true},{"name":"George Vukovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008342181159424946,"gpt":0.1763802206324162,"spread":0.1680380394729912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005323275,0.001095027,0.0008818851,0.0003713713,0.0004095942,0.001517415,0.000986541,0.000934061,0.002938104],"category_scores_gemma":[0.0008110363,0.0003482035,0.0009307354,0.0003453782,0.001047476,0.001792251,0.001175996,0.001094602,0.0005841536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005734389,"about_ca_system_score_gemma":0.0005984289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002235221,"about_ca_topic_score_gemma":0.001644068,"domain_scores_codex":[0.9995963,0.0001212978,0.00002208139,0.00009861073,0.0001267941,0.00003493946],"domain_scores_gemma":[0.9998114,0.0000827668,0.00002404917,0.00003675754,0.00003557967,0.000009465934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005042018,0.00002559082,0.0003517936,0.0001091738,0.00004439266,0.0001883999,0.0002582408,0.8539302,0.003286127,0.1191793,0.0004302067,0.02214615],"study_design_scores_gemma":[0.000007222504,0.00004599982,0.00006467007,0.00001685286,0.00001450553,0.00003682306,0.00002950354,0.971539,0.001334374,0.02294613,0.00395697,0.000007930901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005697713,0.0001172882,0.9902338,0.00005971796,0.0000194601,0.00002979113,0.00002791245,0.0002918096,0.003522585],"genre_scores_gemma":[0.7692754,0.000840284,0.2155271,0.00008132143,0.00006309374,0.0005046751,0.0001575382,0.00009895604,0.01345157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002938104,"threshold_uncertainty_score":0.009828925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2767902166","doi":"10.1108/k-11-2016-0308","title":"Reflections on learning as designing","year":2017,"lang":"en","type":"article","venue":"Kybernetes","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Positive Living Society of British Columbia","funders":"","keywords":"Originality; Relevance (law); Perspective (graphical); Epistemology; Value (mathematics); Variety (cybernetics); Reification (Marxism); Action (physics); Process (computing); Computer science; Field (mathematics); Cognitive science; Psychology; Artificial intelligence; Social psychology; Mathematics","authors":[{"name":"Pille Bunnell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2215846075087855,"gpt":0.5443459121885128,"spread":0.3227613046797273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01355428,0.001519887,0.0006483933,0.001265361,0.007772453,0.01277121,0.002151542,0.005583832,0.009912771],"category_scores_gemma":[0.02362716,0.0004296844,0.001075872,0.001014288,0.06989498,0.01630474,0.008075074,0.01631694,0.002621534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009377743,"about_ca_system_score_gemma":0.00521367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003549248,"about_ca_topic_score_gemma":0.003689847,"domain_scores_codex":[0.9661976,0.0288359,0.0004535947,0.001345503,0.00212686,0.001040512],"domain_scores_gemma":[0.9689567,0.02569607,0.0007524176,0.002612303,0.001267983,0.0007145623],"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":[0.00004942726,0.0000612269,0.000159389,0.0003298293,0.0000101387,0.0004182087,0.1671367,0.0006314903,0.000593828,0.7822875,0.02815522,0.02016693],"study_design_scores_gemma":[0.00001153082,0.00006055146,0.0001151151,0.0006520188,0.000006468279,0.0004719129,0.05510347,0.0002516984,0.0008490537,0.1225901,0.8198633,0.00002480665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03034167,0.02381594,0.07755175,0.2280257,0.01320929,0.0004201493,0.0001858412,0.0004567123,0.6259929],"genre_scores_gemma":[0.7207836,0.01751968,0.03659759,0.05064814,0.00235173,0.0007053504,0.0001241617,0.0009501543,0.1703196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01355428,"threshold_uncertainty_score":0.07168269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965567975","doi":"10.1108/03684921111169486","title":"Bounds on the rate of convergence of learning processes based on random sets and set‐valued probability","year":2011,"lang":"en","type":"article","venue":"Kybernetes","topic":"Fuzzy Systems and Optimization","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Convergence of random variables; Mathematics; Algebra of random variables; Random variable; Probability distribution; Random element; Constructive; Multivariate random variable; Sum of normally distributed random variables; Rate of convergence; Discrete mathematics; Computer science; Statistics","authors":[{"name":"Ming-Hu Ha","is_ca":false},{"name":"Jiqiang Chen","is_ca":false},{"name":"Witold Pedrycz","is_ca":true},{"name":"Lu Sun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06974650230836218,"gpt":0.2661489042395198,"spread":0.1964024019311576,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01749391,0.00184887,0.001604741,0.004238839,0.0009368691,0.00397005,0.002703132,0.002240407,0.003811001],"category_scores_gemma":[0.1028193,0.0007302869,0.001971618,0.001752443,0.007195137,0.008544359,0.004259452,0.005893303,0.000827872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003738296,"about_ca_system_score_gemma":0.001594222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337709,"about_ca_topic_score_gemma":0.0005346651,"domain_scores_codex":[0.9910672,0.003990305,0.0004864307,0.001327521,0.002494287,0.0006343443],"domain_scores_gemma":[0.8724952,0.1077415,0.004595315,0.006506535,0.007348968,0.001312296],"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":[0.00007062595,0.00003491507,0.0008786944,0.0002265259,0.00006965829,0.0001023773,0.000236979,0.09914476,0.001960995,0.8791186,0.0009153358,0.01724043],"study_design_scores_gemma":[0.00001341664,0.00007689933,0.0007202936,0.0001570065,0.00004470978,0.0001496165,0.00007861484,0.5353159,0.004151868,0.4563539,0.002880975,0.00005686073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01999738,0.003030844,0.9587329,0.001186166,0.0001783157,0.0000742158,0.00008862821,0.0002522148,0.0164594],"genre_scores_gemma":[0.7935494,0.00850474,0.1846186,0.000904172,0.0007783828,0.0008392804,0.0003929886,0.0006199388,0.009792621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01749391,"threshold_uncertainty_score":0.09251779,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066801553","doi":"10.1108/03684920610675184","title":"Moral invention in meaning‐constituting systems","year":2006,"lang":"en","type":"article","venue":"Kybernetes","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Epistemology; Morality; Cybernetics; Meaning (existential); Phenomenology (philosophy); Originality; Order (exchange); Philosophy; Sociology; Value (mathematics); Computer science; Social science; Qualitative research","authors":[{"name":"Diane Laflamme","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03971050138969782,"gpt":0.2421808873491606,"spread":0.2024703859594628,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005555402,0.0003387821,0.0004837278,0.001615064,0.003468458,0.006719815,0.0008942586,0.001606187,0.003502057],"category_scores_gemma":[0.009014561,0.0002758095,0.0007400866,0.00129576,0.03911746,0.01125168,0.004383352,0.002392464,0.0003610043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437256,"about_ca_system_score_gemma":0.001242115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007195559,"about_ca_topic_score_gemma":0.0004189035,"domain_scores_codex":[0.9951545,0.002757931,0.0002096648,0.0006144178,0.0008933851,0.0003701017],"domain_scores_gemma":[0.9935445,0.00407749,0.0005671341,0.00105633,0.0005644707,0.000190139],"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":[0.000005634122,0.000002701006,0.0001108843,0.00002428716,0.000001974568,0.00003378662,0.002578048,0.000197594,0.0002114142,0.9947209,0.0001042442,0.002008432],"study_design_scores_gemma":[0.000006768809,0.00001116045,0.0002751253,0.00003863567,0.000004401386,0.00009171121,0.001069566,0.001186789,0.0005725423,0.9823202,0.01441162,0.00001153869],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1872173,0.004497655,0.3468694,0.008370931,0.0005112584,0.0001826261,0.00008546484,0.0002436103,0.4520217],"genre_scores_gemma":[0.9720675,0.0005035596,0.02256225,0.0002652768,0.00005920644,0.00009099744,0.00002781181,0.00003653327,0.004386988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006719815,"threshold_uncertainty_score":0.02938014,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W4388809010","doi":"10.1108/k-04-2023-0583","title":"Netizens' concerns during COVID-19: a topic evolution analysis of Chinese social media platforms","year":2023,"lang":"en","type":"article","venue":"Kybernetes","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Pandemic; Popularity; Coronavirus disease 2019 (COVID-19); Social media; Government (linguistics); Originality; Political science; Value (mathematics); Control (management); Public relations; China; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Social science; Medicine; Computer science; Law; Management; Economics; Qualitative research","authors":[{"name":"Zhaohua Deng","is_ca":false},{"name":"Rongyang Ma","is_ca":false},{"name":"Manli Wu","is_ca":false},{"name":"Richard Evans","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04508461187858841,"gpt":0.357878427272085,"spread":0.3127938153934966,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001040708,0.0003501664,0.0002400958,0.003936723,0.001023616,0.001334341,0.0003220832,0.0003459212,0.001722578],"category_scores_gemma":[0.003155021,0.0001600946,0.0003432059,0.003233828,0.0005149802,0.001855364,0.001288133,0.0002926381,0.0002348907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133697,"about_ca_system_score_gemma":0.001104384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01825606,"about_ca_topic_score_gemma":0.02056022,"domain_scores_codex":[0.9993937,0.0001269061,0.00005532223,0.0001347294,0.0001592792,0.0001300554],"domain_scores_gemma":[0.9973698,0.001017349,0.0007029733,0.0001044917,0.0004981696,0.0003072258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002668851,0.0000689136,0.8945665,0.0005374154,0.00007092709,0.0007322398,0.05652925,0.0001919288,0.003996314,0.0006894795,0.00199912,0.04035107],"study_design_scores_gemma":[0.000006059289,0.00005636125,0.9642997,0.00005333896,0.00005871529,0.000189297,0.02804585,0.001382027,0.000640281,0.0001535549,0.005089637,0.00002512751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968329,0.0002078832,0.0002236694,0.0001453684,0.00001324473,0.00004374027,0.0006042733,0.00001115215,0.001917825],"genre_scores_gemma":[0.9974606,0.0001881292,0.0003170092,0.00005161213,0.0000218738,0.00007076143,0.0009193266,0.000007774614,0.0009627598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01825606,"threshold_uncertainty_score":0.03629959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970223135","doi":"10.1108/03684920110366614","title":"Information granulation and signal quantization","year":2001,"lang":"en","type":"article","venue":"Kybernetes","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Codebook; Linde–Buzo–Gray algorithm; Quantization (signal processing); Computer science; Cluster analysis; Algorithm; Vector quantization; Fuzzy set; Piecewise; Discretization; Mathematics; Fuzzy logic; Theoretical computer science; Artificial intelligence","authors":[{"name":"Witold Pedrycz","is_ca":true},{"name":"Adam Gacek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009833871926398629,"gpt":0.2048755081927433,"spread":0.1950416362663447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002186612,0.0004993627,0.0008446364,0.002065695,0.0006914746,0.003361219,0.000674725,0.001146441,0.003566767],"category_scores_gemma":[0.01009141,0.0002908763,0.0008757572,0.001918683,0.004672271,0.004075306,0.002070379,0.001568945,0.0005927591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312975,"about_ca_system_score_gemma":0.000581796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000842288,"about_ca_topic_score_gemma":0.0004438254,"domain_scores_codex":[0.9976243,0.0006109021,0.0002155725,0.0003433715,0.001038262,0.0001675311],"domain_scores_gemma":[0.99353,0.004494423,0.0004552571,0.0008889121,0.0005354166,0.00009599986],"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":[0.00005230222,0.00001287592,0.0002033363,0.0001867995,0.00002645209,0.0001414395,0.0002909646,0.02366499,0.003333464,0.9098483,0.001626107,0.06061287],"study_design_scores_gemma":[0.00001757212,0.00007475842,0.0004391095,0.00009403843,0.0000237671,0.0003416069,0.00009427846,0.1152083,0.00389594,0.8658826,0.01388182,0.00004621511],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01060131,0.002532415,0.9678058,0.001357643,0.000184331,0.00006436347,0.0001271916,0.0002192271,0.01710774],"genre_scores_gemma":[0.6200881,0.004607791,0.3663849,0.0008906092,0.0006882478,0.0002552148,0.000235251,0.0001395513,0.006710408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003566767,"threshold_uncertainty_score":0.01193202,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056291745","doi":"10.1108/03684921111160205","title":"Why the arts need cybernetics for our long‐term viability","year":2011,"lang":"en","type":"article","venue":"Kybernetes","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Cybernetics; The arts; Transformative learning; Originality; Variety (cybernetics); Computer science; Value (mathematics); Sociology; Viable system model; Engineering ethics; Knowledge management; Epistemology; Management science; Social science; Artificial intelligence; Engineering; Pedagogy; Political science; Law","authors":[{"name":"Gary Boyd","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08402768204885783,"gpt":0.3215495082987777,"spread":0.2375218262499199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009654962,0.0005054715,0.0003850985,0.001384594,0.007375475,0.01793346,0.001150499,0.004805051,0.007887509],"category_scores_gemma":[0.01321241,0.0002787481,0.0003964421,0.0007214947,0.08432714,0.01720647,0.006287879,0.00882086,0.001343592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005334257,"about_ca_system_score_gemma":0.003758594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00237569,"about_ca_topic_score_gemma":0.002601793,"domain_scores_codex":[0.9934978,0.00368044,0.0001871651,0.0005995847,0.001500107,0.0005348665],"domain_scores_gemma":[0.9873931,0.007582627,0.0008032034,0.001952177,0.001356233,0.0009127246],"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":[0.000008859313,0.00001018676,0.0002036954,0.0000585089,0.000003872201,0.0000582744,0.008187913,0.0002522098,0.0001248098,0.9804876,0.005145504,0.00545852],"study_design_scores_gemma":[0.00001495949,0.00002652148,0.0004172086,0.0004039269,0.00001115853,0.0001358079,0.01636018,0.0006085238,0.0005800212,0.7429982,0.2384147,0.00002893738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03898007,0.01032776,0.04679499,0.3491063,0.004520733,0.000088714,0.0000558044,0.0003090755,0.5498165],"genre_scores_gemma":[0.94961,0.001941011,0.00562027,0.01476795,0.0007090377,0.00007174295,0.00001712898,0.0001831231,0.02707979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01793346,"threshold_uncertainty_score":0.05106097,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245903311","doi":"10.1108/03684920410534056","title":"Forecast entropy","year":2004,"lang":"en","type":"article","venue":"Kybernetes","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Attractor; Chaotic; Series (stratigraphy); Lorenz system; Computer science; Entropy (arrow of time); Measure (data warehouse); Time series; Embedding; Mathematics; Statistical physics; Algorithm; Applied mathematics; Artificial intelligence; Data mining; Machine learning; Mathematical analysis; Physics","authors":[{"name":"Weiguang Yao","is_ca":true},{"name":"Christopher Essex","is_ca":true},{"name":"Pei Yu","is_ca":true},{"name":"Matt Davison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004935390803516336,"gpt":0.1990624479150657,"spread":0.1941270571115494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001853389,0.0006869161,0.0007296789,0.003281967,0.0004033775,0.001715229,0.0004798156,0.0006739721,0.005560491],"category_scores_gemma":[0.0121841,0.0001812362,0.0005007263,0.001987149,0.0009377743,0.003327401,0.0009644957,0.0007368831,0.001013075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008431451,"about_ca_system_score_gemma":0.0005590903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009342476,"about_ca_topic_score_gemma":0.0005997759,"domain_scores_codex":[0.9987937,0.0002422814,0.0001073289,0.0002168361,0.0005580996,0.00008178921],"domain_scores_gemma":[0.9955193,0.003009407,0.000396098,0.0004230303,0.0005680484,0.00008400173],"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":[0.0002780957,0.00009247419,0.01951646,0.000391032,0.0003719882,0.0003122813,0.0002733655,0.2133976,0.005616894,0.4753523,0.01358497,0.2708125],"study_design_scores_gemma":[0.00004229091,0.0001698891,0.01748398,0.0001341981,0.00014955,0.0004256995,0.0001287581,0.4105529,0.006894744,0.5422251,0.02165671,0.0001361976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1146349,0.004574719,0.8174038,0.002380273,0.0009816382,0.0001611495,0.004461098,0.000963401,0.05443915],"genre_scores_gemma":[0.9457287,0.002439769,0.03865639,0.0002917216,0.0007327044,0.0001521767,0.002727371,0.0001003887,0.009170745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005560491,"threshold_uncertainty_score":0.01860166,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}