{"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":"93f1a2ae3cef","filters":{"venue":"The Eurasia Proceedings of Educational and Social Sciences"}},"results":[{"id":"W4225731917","doi":"10.55549/epess.1051080","title":"Integrating STEM in to TVET Education Programs in QATAR: Issues, Concerns and Prospects","year":2021,"lang":"en","type":"article","venue":"The Eurasia Proceedings of Educational and Social Sciences","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"College of the North Atlantic","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg","keywords":"Vocational education; Curriculum; Government (linguistics); Perception; Human capital; Public relations; Political science; Medical education; Economic growth; Psychology; Pedagogy; Medicine","authors":[{"name":"Ziad Said","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08233659923410105,"gpt":0.4094927037329262,"spread":0.3271561044988252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002633518,0.000252061,0.0001794785,0.0006065862,0.002853991,0.003622043,0.0008611238,0.002046262,0.01133069],"category_scores_gemma":[0.002308855,0.0001893547,0.0002864059,0.0009606897,0.0008250818,0.001922331,0.001871908,0.00179762,0.0006066432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003047182,"about_ca_system_score_gemma":0.0195232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02119297,"about_ca_topic_score_gemma":0.03689636,"domain_scores_codex":[0.99835,0.0005228807,0.00004575803,0.00009795694,0.0001821468,0.0008013888],"domain_scores_gemma":[0.996847,0.0005654789,0.0002299649,0.00004405907,0.0005729636,0.001740475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00049007,0.003488264,0.3102395,0.003844895,0.00007140531,0.003450816,0.03918917,0.000877867,0.004688306,0.02954189,0.04489558,0.5592223],"study_design_scores_gemma":[0.0001142667,0.001736486,0.5019881,0.005400494,0.0001003237,0.001726746,0.2820745,0.001503363,0.001473332,0.006788994,0.1970112,0.00008226068],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6488051,0.017097,0.001091861,0.3008751,0.001017691,0.0002609281,0.0003235126,0.00005657305,0.03047221],"genre_scores_gemma":[0.9594837,0.009433406,0.0016784,0.02070511,0.000424378,0.0001563307,0.0002198507,0.000009122889,0.007889689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02119297,"threshold_uncertainty_score":0.04213923,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390534188","doi":"10.55549/epess.1413318","title":"Artificial Intelligence and Machine Learning in Governmental Artisanal Mining: Current Status, Development, and Future Directions","year":2023,"lang":"en","type":"article","venue":"The Eurasia Proceedings of Educational and Social Sciences","topic":"Mining and Resource Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Scopus; Political science; Business; Law","authors":[{"name":"Vieronica Varbi Sununianti","is_ca":false},{"name":"Heru NUGROHO","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04265484105406894,"gpt":0.2789618635162296,"spread":0.2363070224621606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008067221,0.0004597992,0.001130756,0.003711704,0.0009452461,0.006124911,0.001429577,0.003432518,0.004814205],"category_scores_gemma":[0.009131736,0.0002869427,0.000702339,0.007031781,0.004748185,0.009431005,0.001735219,0.003300605,0.001057795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002663988,"about_ca_system_score_gemma":0.007618942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005590782,"about_ca_topic_score_gemma":0.005334118,"domain_scores_codex":[0.9979118,0.001034263,0.000130548,0.0002476445,0.0004337677,0.0002421497],"domain_scores_gemma":[0.972792,0.02118499,0.001294658,0.0005564787,0.003019359,0.001152481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001290302,0.0004103387,0.01059953,0.004492357,0.00009310902,0.0001916042,0.00115095,0.002100418,0.0002954123,0.09510955,0.02630156,0.8591262],"study_design_scores_gemma":[0.00006711001,0.0005550896,0.02982126,0.02235737,0.0001839959,0.0006473077,0.01395719,0.02276285,0.001052958,0.3564725,0.5518894,0.0002329629],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008106575,0.8889261,0.004763621,0.0797813,0.0008903873,0.00003151457,0.00006753646,0.00008584566,0.01734726],"genre_scores_gemma":[0.1034364,0.873565,0.01113639,0.005251276,0.002931314,0.00008272726,0.0001213132,0.00002587984,0.003449753],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008067221,"threshold_uncertainty_score":0.04266405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297903828","doi":"10.55549/epess.1179326","title":"Talent Development: Examining the Impact of University Education on Entrepreneurship","year":2022,"lang":"en","type":"article","venue":"The Eurasia Proceedings of Educational and Social Sciences","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Entrepreneurship; Entrepreneurship education; Political science; Psychology; Engineering ethics; Engineering","authors":[{"name":"Jonathan PARKES","is_ca":true},{"name":"Davar Rezania","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04363684527256467,"gpt":0.264192145247537,"spread":0.2205552999749723,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003533676,0.0001491382,0.0001954495,0.001831501,0.0009884142,0.002277444,0.0003760334,0.0002850275,0.00193252],"category_scores_gemma":[0.01060042,0.000083495,0.0002510723,0.00166534,0.000776616,0.00139513,0.002117008,0.0004435063,0.0001441894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00183335,"about_ca_system_score_gemma":0.003310887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003295933,"about_ca_topic_score_gemma":0.007999017,"domain_scores_codex":[0.9983815,0.0008641803,0.00005340501,0.00005394916,0.0003359721,0.0003109843],"domain_scores_gemma":[0.9911481,0.005183627,0.001203516,0.0001541307,0.000993465,0.001317116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002874353,0.001667478,0.6110654,0.0009930666,0.0001082438,0.001254914,0.03075872,0.0009856068,0.001325931,0.01186032,0.0008498009,0.338843],"study_design_scores_gemma":[0.00001746852,0.0008652604,0.9321938,0.0005043079,0.00008561087,0.0003114991,0.0501918,0.0009695948,0.001603558,0.002893314,0.01034295,0.00002079406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831041,0.0008198175,0.0003197022,0.0004183927,0.000009873484,0.00003878465,0.0000184312,0.000002967975,0.01526791],"genre_scores_gemma":[0.9987497,0.0004193387,0.0002398024,0.00003915612,0.000004762591,0.00001163172,0.000006890162,8.221344e-7,0.0005277601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003533676,"threshold_uncertainty_score":0.01868808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414678717","doi":"10.55549/epess.938","title":"Human-Centered Future: The Rise of Industry 5.0 in Corporate Sustainability Literature","year":2025,"lang":"en","type":"article","venue":"The Eurasia Proceedings of Educational and Social Sciences","topic":"Economic Development and Digital Transformation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sustainability; Scope (computer science); European union; Conceptual framework; Relevance (law); China; Production (economics); Bibliometrics; Digital transformation; Quarter (Canadian coin)","authors":[{"name":"Seyma Tekin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04475181079915981,"gpt":0.2770370916097121,"spread":0.2322852808105523,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005035456,0.0002970384,0.0004052559,0.01036181,0.002491004,0.01156104,0.000679506,0.002125597,0.004571191],"category_scores_gemma":[0.006976433,0.0001695121,0.0004375377,0.02143704,0.009920061,0.01048339,0.003865592,0.002277684,0.0005665605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005306542,"about_ca_system_score_gemma":0.006226946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005179113,"about_ca_topic_score_gemma":0.005694997,"domain_scores_codex":[0.996274,0.001771717,0.000259768,0.0004814618,0.0009510234,0.0002619938],"domain_scores_gemma":[0.9876676,0.009021057,0.001020584,0.0004670866,0.001300006,0.0005238301],"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":[0.0000349702,0.00003927705,0.007047157,0.003215136,0.00005354566,0.000552188,0.03917207,0.0004671443,0.0004499477,0.7394161,0.0183724,0.19118],"study_design_scores_gemma":[0.00000497974,0.00003141607,0.01538788,0.01110945,0.00005261658,0.0007526717,0.03583483,0.0005151908,0.0004622959,0.1388708,0.7969242,0.00005356166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07337892,0.601697,0.009584638,0.09323225,0.003186972,0.0000446423,0.0003786609,0.000109489,0.2183874],"genre_scores_gemma":[0.6749436,0.2911394,0.004745008,0.01560105,0.002913751,0.00006323737,0.0003687778,0.00007083627,0.0101545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01156104,"threshold_uncertainty_score":0.03850186,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7118009125","doi":"10.55549/epess.986","title":"A Bibliometric Review of Counselors’ Professional Competency Literature","year":2025,"lang":"","type":"article","venue":"The Eurasia Proceedings of Educational and Social Sciences","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Professional development; Professional association; Bibliometrics; Professional ethics; Scopus; Identity (music); Microsoft excel; Systematic review","authors":[{"name":"Deasy Yunika Khairun","is_ca":false},{"name":"Agus Taufiq","is_ca":false},{"name":"Yusi Riksa Yustiana","is_ca":false},{"name":"Nandang Budiman","is_ca":false},{"name":"Ibrahim Al-Hakim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0388015221694167,"gpt":0.4027501228841385,"spread":0.3639486007147218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01514799,0.000970142,0.003652237,0.2723912,0.002582498,0.004624629,0.001253061,0.0009433657,0.00634537],"category_scores_gemma":[0.09726874,0.0006439369,0.002936818,0.3091198,0.001173742,0.00371326,0.002848251,0.0006623583,0.001036799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003789628,"about_ca_system_score_gemma":0.01703141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008731906,"about_ca_topic_score_gemma":0.01227034,"domain_scores_codex":[0.9762205,0.004775014,0.007632943,0.001527304,0.009227877,0.0006164121],"domain_scores_gemma":[0.8947076,0.07213132,0.01144272,0.003287265,0.01731033,0.001120805],"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":[0.0003308336,0.0001250792,0.1116809,0.2082392,0.004390115,0.001591792,0.006892962,0.00142482,0.002350239,0.007700576,0.03353982,0.6217337],"study_design_scores_gemma":[0.0001513726,0.000373423,0.517274,0.09548597,0.01591124,0.0037867,0.01358297,0.00322594,0.003924422,0.006854838,0.3391296,0.0002994955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2760403,0.5279326,0.009829587,0.005934855,0.0009641433,0.003500787,0.1132958,0.0009754674,0.06152651],"genre_scores_gemma":[0.5319245,0.3799303,0.02811845,0.0005027066,0.000778928,0.004314993,0.05018552,0.0001815414,0.004062957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7276088,"threshold_uncertainty_score":0.08011115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}