{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"d0fb2124623c","filters":{"venue":"Economics & Education"}},"results":[{"id":"W3163387597","doi":"10.30525/2500-946x/2020-1-1","title":"COMPETITIVENESS OF HIGHER EDUCATION SYSTEM: INTERNATIONAL DIMENSION","year":2020,"lang":"en","type":"article","venue":"Economics & Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Internationalization; Higher education; Globalization; Context (archaeology); Revealed comparative advantage; Dynamism; Ranking (information retrieval); Competition (biology); Regional science; Position (finance); China; Comparative education; Digitization; International education; Political science; Marketing; Business; Economic growth; Economics; International trade; Sociology; Geography; Finance; Engineering","authors":[{"name":"Anna Verbytska","is_ca":false},{"name":"Наталія Холявко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01679041058120957,"gpt":0.2946265708456736,"spread":0.2778361602644641,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001614968,0.0003538298,0.0003323279,0.00579987,0.001171694,0.009952883,0.0002934478,0.0005627901,0.01008725],"category_scores_gemma":[0.002332345,0.00007654156,0.0002764411,0.009558659,0.001775054,0.00332766,0.001314515,0.0006325195,0.0005486343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003017159,"about_ca_system_score_gemma":0.002829917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391263,"about_ca_topic_score_gemma":0.002985181,"domain_scores_codex":[0.9975826,0.0006066118,0.00009713355,0.0002558413,0.001054862,0.0004030157],"domain_scores_gemma":[0.9983612,0.0004510234,0.0002741923,0.00007052202,0.0006064026,0.0002367272],"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":[0.00008453604,0.0001319759,0.100023,0.0008530167,0.0001611491,0.0003496903,0.005567688,0.002053981,0.001540316,0.6131856,0.01939368,0.2566555],"study_design_scores_gemma":[0.00002010574,0.0002866111,0.3819107,0.0007883365,0.0001660452,0.0007637432,0.02773085,0.002990925,0.001785399,0.1046236,0.4788397,0.00009396599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2157887,0.01759809,0.007965764,0.009023837,0.0006203835,0.0000964662,0.00103058,0.0001238484,0.7477522],"genre_scores_gemma":[0.9850914,0.00341915,0.001554253,0.0003710837,0.0002932081,0.00003129441,0.0003684021,0.0000282708,0.008842942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01008725,"threshold_uncertainty_score":0.03374523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380894310","doi":"10.30525/2500-946x/2023-1-12","title":"WORLD EXPERIENCE OF UNIVERSITY SUSTAINABLE DEVELOPMENT","year":2023,"lang":"en","type":"article","venue":"Economics & Education","topic":"Sustainability in Higher Education","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":"Sustainable development; Higher education; Economic growth; Political science; Order (exchange); Business; Economics","authors":[{"name":"Наталія Холявко","is_ca":false},{"name":"Iryna Didenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01796253752290536,"gpt":0.3033182787946021,"spread":0.2853557412716968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002516027,0.0003081876,0.0002145743,0.001263548,0.004257596,0.007607834,0.0004306858,0.0007876363,0.01821578],"category_scores_gemma":[0.002038046,0.00009515423,0.0002612087,0.003689432,0.00238318,0.003963531,0.006197649,0.001196631,0.001865777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003529415,"about_ca_system_score_gemma":0.002943911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603773,"about_ca_topic_score_gemma":0.007924214,"domain_scores_codex":[0.9975793,0.001040663,0.0001111507,0.0001360874,0.0006290834,0.0005037584],"domain_scores_gemma":[0.9985373,0.0002971603,0.0001971382,0.0001084579,0.0003321367,0.0005278377],"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":[0.0001202283,0.0002062813,0.0429411,0.0009369772,0.00005919449,0.001817192,0.1715621,0.001537616,0.001247579,0.2838745,0.1283745,0.3673228],"study_design_scores_gemma":[0.000001770407,0.00003579649,0.007745835,0.0002029127,0.000005553696,0.0004450072,0.06302175,0.00009658639,0.0003956082,0.00372709,0.9242992,0.0000228555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2859284,0.01337671,0.001617615,0.02332478,0.0009063923,0.00003512915,0.0008729672,0.0001574317,0.6737806],"genre_scores_gemma":[0.9426685,0.007160064,0.0005043871,0.001161044,0.0001099687,0.00002077212,0.0003715519,0.00004224019,0.04796136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01821578,"threshold_uncertainty_score":0.06093782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}