{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"ed1e0ca01152","filters":{"venue":"2022 IEEE Congress on Evolutionary Computation (CEC)"}},"results":[{"id":"W4294811509","doi":"10.1109/cec55065.2022.9870413","title":"Methods to Detect and Address Stall in Particle Swarm Optimization","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Congress on Evolutionary Computation (CEC)","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Particle swarm optimization; Mathematical optimization; Computer science; Swarm behaviour; Stall (fluid mechanics); Multi-swarm optimization; Modal; Regular polygon; Mathematics; Engineering; Aerospace engineering","authors":[{"name":"Naeemeh Yadollahpour","is_ca":true},{"name":"Stephen Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03576846579633747,"gpt":0.3447438005631677,"spread":0.3089753347668302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001468635,0.0002217477,0.0002768897,0.0006675759,0.0005161781,0.0001782002,0.0006969104,0.000052077,0.0002747514],"category_scores_gemma":[0.000343949,0.0002614292,0.00004663035,0.002262853,0.00007157581,0.0004493391,0.000659259,0.0003780657,0.0000291452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003931278,"about_ca_system_score_gemma":0.0001952194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004251643,"about_ca_topic_score_gemma":0.000005434768,"domain_scores_codex":[0.9956444,0.001558072,0.000544672,0.0008230379,0.0009841534,0.0004456981],"domain_scores_gemma":[0.9981356,0.0007341962,0.0001665398,0.0004424775,0.0002671097,0.0002540754],"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":[0.00005903848,0.0001051848,0.00009282923,0.00001110017,0.00001541946,0.00003194405,0.0002633127,0.9656952,0.0002606961,0.001878584,0.002945534,0.02864113],"study_design_scores_gemma":[0.0008809458,0.0003254095,0.002115837,0.0000113013,0.000005128491,0.0000301789,0.00008284848,0.9925947,0.0005151616,0.00115906,0.001999614,0.0002798483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006253749,0.0002483896,0.9892977,0.001452563,0.001418864,0.0007732065,0.00003954038,0.0001869851,0.0003289889],"genre_scores_gemma":[0.1748821,0.00003816887,0.823026,0.0006733153,0.00006112627,0.0004636082,0.00005974876,0.00003906724,0.0007567994],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1686284,"threshold_uncertainty_score":0.9999838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294811494","doi":"10.1109/cec55065.2022.9870271","title":"Mixed Media in Evolutionary Art","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Congress on Evolutionary Computation (CEC)","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Computer graphics (images); Bitmap; Variety (cybernetics); Stylized fact; Digital art; Genetic programming; Pixel; Image (mathematics); Object (grammar); Computer vision; Artificial intelligence; Simple (philosophy); Media arts; Digital media; Art; Visual arts; World Wide Web","authors":[{"name":"Jordan Maslen","is_ca":true},{"name":"Brian J. Ross","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02323108589386139,"gpt":0.250654001202075,"spread":0.2274229153082137,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005678854,0.0003686156,0.0003549487,0.0008601235,0.001166605,0.00007812461,0.001374999,0.000102036,0.0004652052],"category_scores_gemma":[0.00006961187,0.0004487303,0.0001650379,0.002565163,0.0001703525,0.0007630613,0.0005914567,0.0007467003,0.0005070251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009657175,"about_ca_system_score_gemma":0.0004720696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003536395,"about_ca_topic_score_gemma":0.00002195121,"domain_scores_codex":[0.9955373,0.0005688734,0.0007839483,0.001113678,0.001383236,0.0006129174],"domain_scores_gemma":[0.9978164,0.0006782915,0.0003166144,0.0007412652,0.0002315617,0.0002158821],"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":[0.00006456763,0.001310748,0.001217231,0.00001471268,0.00004137796,0.0001139106,0.0003330373,0.4226462,0.0002544331,0.1465976,0.4202841,0.00712205],"study_design_scores_gemma":[0.001475917,0.000253467,0.06207018,0.00002576973,0.0000107262,0.0001850028,0.0002656303,0.822736,0.00004006132,0.0317847,0.08048709,0.0006654496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1443628,0.004879518,0.7410572,0.03822721,0.03968345,0.004997042,0.001662088,0.003630647,0.0215001],"genre_scores_gemma":[0.9599504,0.00006989067,0.03276422,0.001121797,0.000403529,0.001276,0.001019622,0.00005903856,0.003335528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8155876,"threshold_uncertainty_score":0.9997965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294811593","doi":"10.1109/cec55065.2022.9870282","title":"Bicriterion Coevolution for the Multi-objective Travelling Salesperson Problem","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Congress on Evolutionary Computation (CEC)","topic":"Advanced Multi-Objective Optimization Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Convergence (economics); Mathematical optimization; Sorting; Evolutionary algorithm; Multi-objective optimization; Computer science; Pareto principle; Metric (unit); Crossover; Selection (genetic algorithm); Mathematics; Cluster analysis; Algorithm; Artificial intelligence; Engineering","authors":[{"name":"Parimala Thulasiraman","is_ca":true},{"name":"Nelishia Pillay","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02872381173389856,"gpt":0.286230242511338,"spread":0.2575064307774395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000649433,0.0003884198,0.0003110682,0.0004615577,0.002584712,0.0001550883,0.0009742047,0.0000862554,0.00005710249],"category_scores_gemma":[0.0001068843,0.0003788775,0.0002035322,0.001398697,0.0001729799,0.0007900291,0.0002729176,0.0005285586,0.00003276764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140105,"about_ca_system_score_gemma":0.0002702615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003607686,"about_ca_topic_score_gemma":0.00000947775,"domain_scores_codex":[0.9964125,0.0005058989,0.0005823087,0.001067614,0.0008924009,0.0005392857],"domain_scores_gemma":[0.9971917,0.001050555,0.0004923412,0.000507363,0.0006355591,0.0001224612],"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":[0.0001447606,0.0003669155,0.00006052464,0.00001906437,0.00007295305,0.000008928406,0.001079923,0.9719465,0.0007855843,0.005516773,0.004736095,0.01526192],"study_design_scores_gemma":[0.002145843,0.000463495,0.001715756,0.00002353472,0.00002559648,0.00006673388,0.0006472206,0.9855216,0.0003066406,0.001660341,0.006967248,0.0004559742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007596585,0.0005797863,0.9895169,0.001297529,0.004766823,0.002275553,0.0002118059,0.0004628063,0.0001291116],"genre_scores_gemma":[0.4248329,0.0001085214,0.5676479,0.001009775,0.0004215184,0.002678979,0.0004267692,0.000126753,0.002746944],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4240732,"threshold_uncertainty_score":0.9998663,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294811616","doi":"10.1109/cec55065.2022.9870353","title":"Managing Diversity and Many Objectives in Evolutionary Design","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Congress on Evolutionary Computation (CEC)","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Evolutionary algorithm; Image (mathematics); Diversity (politics); Quality (philosophy); Genetic programming; Artificial intelligence; Road map; Evolutionary computation; Mathematical optimization; Theoretical computer science; Mathematics; Geography; Law","authors":[{"name":"Sheikh Faishal Basher","is_ca":true},{"name":"Brian J. Ross","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02340956873147168,"gpt":0.2472991015678859,"spread":0.2238895328364142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000524084,0.0002700998,0.0002503101,0.0006537923,0.003367674,0.00005756187,0.0008057405,0.00006151427,0.00007533272],"category_scores_gemma":[0.00002469962,0.0003351987,0.00007796232,0.001390169,0.0001647979,0.000789845,0.001912018,0.0004824238,0.00002982912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006843449,"about_ca_system_score_gemma":0.0001606226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152057,"about_ca_topic_score_gemma":0.00000401032,"domain_scores_codex":[0.9969141,0.0005550337,0.0004026324,0.0009184123,0.000793562,0.000416273],"domain_scores_gemma":[0.9986589,0.000466513,0.0002063371,0.0004000673,0.0001310502,0.0001371414],"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":[0.0001234518,0.0008817704,0.008364993,0.00002645807,0.00006712397,0.0001345578,0.001388772,0.853444,0.0001615381,0.0969844,0.02774816,0.01067482],"study_design_scores_gemma":[0.0008197532,0.000220799,0.1321366,0.00001729959,0.000009118984,0.0001061649,0.0003321295,0.8139194,0.0000138669,0.0505895,0.001473663,0.0003617754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05520519,0.001649962,0.932904,0.004738273,0.002327078,0.001232481,0.0001011306,0.0005162005,0.001325705],"genre_scores_gemma":[0.9702165,0.0001077811,0.02802023,0.0004068436,0.00009019121,0.0002969974,0.00006089396,0.00002119213,0.0007793793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9150113,"threshold_uncertainty_score":0.99991,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294811381","doi":"10.1109/cec55065.2022.9870429","title":"Clustering Center-based Differential Evolution","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Congress on Evolutionary Computation (CEC)","topic":"Metaheuristic Optimization Algorithms Research","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":"Ontario Tech University","funders":"","keywords":"Benchmark (surveying); Differential evolution; Cluster analysis; Computer science; Sampling (signal processing); Population; Centroid; Mathematical optimization; Algorithm; Heuristic; Data mining; Artificial intelligence; Mathematics","authors":[{"name":"Rasa Khosrowshahli","is_ca":true},{"name":"Shahryar Rahnamayan","is_ca":true},{"name":"Azam Asilian Bidgoli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02372145110034972,"gpt":0.2766270093293811,"spread":0.2529055582290314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004968016,0.0003141046,0.0003018379,0.0008593976,0.001325236,0.0002199973,0.001270612,0.00007044722,0.0009551171],"category_scores_gemma":[0.00009816538,0.0003690393,0.0001531756,0.001472964,0.0001154702,0.0004493888,0.0006503353,0.0005839733,0.0001422548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395843,"about_ca_system_score_gemma":0.0004004702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002707236,"about_ca_topic_score_gemma":0.000003410472,"domain_scores_codex":[0.9949314,0.0009833956,0.0006115094,0.0009306259,0.001974594,0.0005684494],"domain_scores_gemma":[0.9981034,0.000378928,0.0003154264,0.0006645118,0.0003086248,0.0002290898],"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":[0.00009460253,0.0006306479,0.0003303148,0.00002565001,0.0000397916,0.00005023307,0.00005702112,0.9615552,0.0002244252,0.009072023,0.0241107,0.003809429],"study_design_scores_gemma":[0.001646856,0.0003386733,0.002569608,0.00001676389,0.000008540896,0.00004463492,0.0000379028,0.9909501,0.00005559199,0.001341943,0.002629367,0.0003600245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002701343,0.00006715681,0.9865811,0.001286383,0.007250303,0.0006033144,0.0001426107,0.0004731606,0.0008945853],"genre_scores_gemma":[0.9640718,0.00000582886,0.03327259,0.0003617817,0.0002190599,0.0002899101,0.0003859323,0.00004726343,0.001345861],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9613704,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}