{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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"},"query_hash":"c054d622f0be","filters":{"venue":"Management"}},"results":[{"id":"W4404929739","doi":"10.30857/2415-3206.2024.1.3","title":"EXPERIENCE OF THE WORLD’S LEADING COUNTRIES IN THE CONTEXT OF SUSTAINABLE DEVELOPMENT OF HIGHER EDUCATION INSTITUTIONS","year":2024,"lang":"en","type":"article","venue":"Management","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Context (archaeology); Sustainable development; Economic growth; Political science; Development economics; Geography; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.02579850195843012,"gpt":0.3489020839607038,"spread":0.3231035820022736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004684208,0.0000467265,0.0000723866,0.0001048216,0.0001642616,0.00002991961,0.0002761013,0.00001323408,0.0001506354],"category_scores_gemma":[0.00001231142,0.00003090565,0.00002301269,0.0008358827,0.0001951731,0.0001287753,0.00005282696,0.00003598872,0.00000625694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326626,"about_ca_system_score_gemma":0.0008482103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007685272,"about_ca_topic_score_gemma":0.001340691,"domain_scores_codex":[0.9991351,0.00004806946,0.0002502054,0.00009089436,0.0003556244,0.0001201047],"domain_scores_gemma":[0.9996618,0.00004324977,0.00008220202,0.0001294039,0.00007229055,0.00001104718],"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":[0.000001695345,0.00006397742,0.003955406,0.0001127974,0.00001077228,4.562567e-7,0.1636041,0.000007909143,0.000005828414,0.8239486,0.006038227,0.002250253],"study_design_scores_gemma":[0.00003297,0.000001751895,0.06070624,0.0001435833,0.000005285036,2.696915e-8,0.1137431,2.763499e-7,0.0004938887,0.0005561343,0.8242836,0.00003317266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6645024,0.00145351,0.0001333795,0.008581364,0.001500781,0.0009719198,0.000001821071,0.00001675851,0.322838],"genre_scores_gemma":[0.9291146,0.00004078986,0.0003024982,0.0002381783,0.00001904838,0.0001179668,7.662804e-7,0.000001965131,0.07016422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8233924,"threshold_uncertainty_score":0.1649352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389765951","doi":"10.58691/man/173583","title":"Competitive insertion of the citrus-lemon chain in global value chains in Colombia","year":2023,"lang":"en","type":"article","venue":"Management","topic":"Global Trade and Competitiveness","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Value chain; Consolidation (business); Constitution; Identification (biology); Value (mathematics); Geography; Supply chain; Regional science; Political science; Marketing; Computer science; Finance","retraction":null,"screen_n_in":null,"score":{"opus":0.01298309214426138,"gpt":0.2182082823644741,"spread":0.2052251902202127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004102117,0.0001418432,0.0001894045,0.0002356746,0.00005750108,0.00005256618,0.0003622978,0.0000419512,0.00003415477],"category_scores_gemma":[0.0000183896,0.0001243783,0.00006949838,0.00237829,0.00005193526,0.0001943579,0.0004671202,0.00008321095,0.0001169722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250077,"about_ca_system_score_gemma":0.000008276479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469155,"about_ca_topic_score_gemma":0.0026714,"domain_scores_codex":[0.9988115,0.00003621218,0.0002895077,0.0002582795,0.0002990582,0.0003054037],"domain_scores_gemma":[0.9996057,0.0000155996,0.0001158444,0.0002251548,0.00003100696,0.000006693434],"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":[0.00003960827,0.0001354468,0.2779795,0.0002009099,0.00001793207,0.00004077205,0.00004485863,0.001529602,0.00004352998,0.7174134,0.0003953451,0.002159064],"study_design_scores_gemma":[0.0008327526,0.000007625499,0.9630078,0.0002369495,0.00001411735,2.255144e-7,0.001246995,0.003131235,0.0000216018,0.005014529,0.02635553,0.000130633],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8391492,0.00001926214,0.00002055169,0.001989544,0.0003928724,0.0005884084,0.000005660024,0.00006797868,0.1577666],"genre_scores_gemma":[0.9985449,0.00002145999,0.0000146194,0.0009031736,0.0000702939,0.00005902083,0.00001667067,0.000009425127,0.0003603822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7123989,"threshold_uncertainty_score":0.5071998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413331979","doi":"10.62486/agma2025268","title":"Moral Principles in Finance: Challenges and Risks in the Context of Contemporary Commerce","year":2025,"lang":"en","type":"article","venue":"Management","topic":"Securities Regulation and Market Practices","field":"Business, Management and Accounting","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":"Context (archaeology); Business; Engineering ethics; Finance; Political science; History; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.1022742273237475,"gpt":0.2976890906182268,"spread":0.1954148632944793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007302674,0.00008378035,0.0001385182,0.0002622304,0.0000370437,0.00006307985,0.0001771766,0.00002529057,0.0000141173],"category_scores_gemma":[0.00003106871,0.00006719835,0.00002002676,0.0002161727,0.00005581,0.0004027263,0.0002246013,0.00007227803,0.000002936662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000010374,"about_ca_system_score_gemma":0.000004447696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005649195,"about_ca_topic_score_gemma":0.0007769694,"domain_scores_codex":[0.9993651,0.00003506034,0.0002307196,0.0001441409,0.0001121865,0.0001128243],"domain_scores_gemma":[0.9996014,0.00009161507,0.0001163696,0.0001701532,0.00001878889,0.000001728772],"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":[0.00006653211,0.0001096332,0.03307186,0.0005452172,0.00001798168,0.00001205258,0.0005302895,0.00001728593,5.995551e-7,0.8746789,0.001754519,0.08919512],"study_design_scores_gemma":[0.0007711807,0.000003859203,0.5944101,0.0001328506,0.00001112646,1.185723e-7,0.0173464,0.0008811318,0.000001700902,0.004760423,0.3816163,0.00006486777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3220878,0.005538772,0.0000104768,0.01243684,0.0001176117,0.0005329123,6.574309e-7,0.0000167755,0.6592582],"genre_scores_gemma":[0.9951304,0.001505996,0.00003073276,0.002685334,0.00002409444,0.00004694934,0.000004466468,0.000003971525,0.0005680856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8699185,"threshold_uncertainty_score":0.2740269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982383939","doi":"10.2478/v10286-012-0014-8","title":"The assessment of situation of business companies in Żagań during the economic crisis - research results","year":2012,"lang":"en","type":"article","venue":"Management","topic":"Polish socio-economic development","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":"Quarter (Canadian coin); Optimism; Business cycle; Business; Period (music); Financial crisis; Economic recovery; Accounting; Finance; Economics; Psychology; Macroeconomics; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.07630685676199273,"gpt":0.3138312699563202,"spread":0.2375244131943274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005519268,0.00009558824,0.0002483641,0.0002749037,0.0001910478,0.00004894392,0.0004472221,0.00003573634,0.00003913708],"category_scores_gemma":[0.00004881829,0.00007985027,0.00004651082,0.0002404603,0.0001135124,0.0001883764,0.0003493686,0.0001385697,0.00008686417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008724018,"about_ca_system_score_gemma":0.00002585298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009177305,"about_ca_topic_score_gemma":0.0002081712,"domain_scores_codex":[0.9983584,0.00007723968,0.0009097338,0.000209185,0.0000707877,0.0003746414],"domain_scores_gemma":[0.9988463,0.0001910613,0.000409735,0.0004897751,0.00003279189,0.00003036805],"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":[0.00007612381,0.0002690157,0.3375238,0.0003142563,0.0003715867,0.000001117099,0.007506422,0.01031745,0.00001205919,0.6315567,0.01029808,0.001753414],"study_design_scores_gemma":[0.0005355843,0.000007300415,0.9706172,0.00001724187,0.000003344556,1.962633e-7,0.003295,0.000788458,0.00005757148,0.003790568,0.0207986,0.00008892432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369256,0.0003912986,0.0001279072,0.002383605,0.0004640558,0.000502466,0.00004862736,0.00000769704,0.05914872],"genre_scores_gemma":[0.9979921,0.0006739779,0.000387641,0.00002227096,0.0000540978,0.00008355521,0.000006856021,0.00001187719,0.0007676513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6330934,"threshold_uncertainty_score":0.32562,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}