{"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":"ccd673e8aa07","filters":{"venue":"Management & Sustainability An Arab Review"}},"results":[{"id":"W4388634314","doi":"10.1108/msar-09-2023-0047","title":"Shifting geopolitical sands: COP 28 and the new BRICS+","year":2023,"lang":"en","type":"article","venue":"Management & Sustainability An Arab Review","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","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 Waterloo","funders":"","keywords":"Geopolitics; China; Summit; Emerging markets; Negotiation; Political science; Sustainability; International trade; Economics; Economy; Development economics; Geography; Law; Politics","authors":[{"name":"Amr El Alfy","is_ca":true},{"name":"Dina El-Bassiouny","is_ca":false},{"name":"Logan Cochrane","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06073031492309589,"gpt":0.2940913305648206,"spread":0.2333610156417247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003662085,0.0002200533,0.0006789195,0.0001512716,0.0002757486,0.00018541,0.0003787105,0.00005854173,0.0004953736],"category_scores_gemma":[0.000633398,0.0001998083,0.0001781771,0.0005162639,0.0002515568,0.0002830015,0.000443907,0.0001753173,0.0005678627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002359483,"about_ca_system_score_gemma":0.00002164749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006319468,"about_ca_topic_score_gemma":0.00005365607,"domain_scores_codex":[0.9977871,0.00008240959,0.0008412541,0.0006022069,0.00004559982,0.0006414041],"domain_scores_gemma":[0.9985946,0.0001927635,0.0002199423,0.0007715325,0.00003318998,0.0001879056],"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":[0.00001748663,0.00003865082,0.002488648,0.004985621,0.00004828515,0.000008502749,0.0005482761,0.00001054167,4.150393e-9,0.9646072,0.009365881,0.01788094],"study_design_scores_gemma":[0.000870294,0.00003122681,0.009653338,0.000189639,0.00005017119,0.000003361921,0.001171074,0.001601888,1.411786e-7,0.4411153,0.5450247,0.000288918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1806147,0.2406581,0.00270122,0.3424239,0.001248791,0.01201525,0.0003374478,0.001035413,0.2189652],"genre_scores_gemma":[0.4227554,0.5227584,0.0003829843,0.03144157,0.0007820737,0.0006451454,0.0002436855,0.0001328981,0.02085791],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5356588,"threshold_uncertainty_score":0.8147945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414020912","doi":"10.1108/msar-10-2024-0179","title":"Perceived barriers to work in the private sector in the United Arab Emirates: empirical evidence and policy implications","year":2025,"lang":"en","type":"article","venue":"Management & Sustainability An Arab Review","topic":"Socioeconomic Development in MENA","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":"Health Canada","funders":"","keywords":"Work (physics); Private sector; Empirical evidence; Political science; Demographic economics; Psychology; Economic growth; Economics; Engineering","authors":[{"name":"Mohammed A. Al‐Waqfi","is_ca":false},{"name":"Khaldoun I. Ababneh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06711224249583893,"gpt":0.4053795571975823,"spread":0.3382673147017434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008559169,0.0001785384,0.0002857999,0.0002896642,0.0006037077,0.000229069,0.001281825,0.00005690724,0.00007331144],"category_scores_gemma":[0.003726286,0.0001266406,0.00006020831,0.003975303,0.0003645769,0.0002609161,0.0002198468,0.0002593154,0.00001197518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381553,"about_ca_system_score_gemma":0.0005144028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007173,"about_ca_topic_score_gemma":0.0007508493,"domain_scores_codex":[0.9955913,0.002635651,0.000521617,0.0005079141,0.0002487033,0.0004947449],"domain_scores_gemma":[0.9980308,0.0008638799,0.00008379987,0.0007983723,0.0001030961,0.0001200001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004995399,0.0002944362,0.5673651,0.003963144,0.00005416146,0.00001436439,0.1652123,0.00006780732,2.605583e-7,0.1971635,0.01397667,0.05183842],"study_design_scores_gemma":[0.00009549638,0.00001399339,0.6844828,0.0007667118,0.00002948017,1.552062e-7,0.05673451,0.000003952217,2.552555e-8,0.01476584,0.2429822,0.0001248766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6095335,0.002702094,0.00007396021,0.3759873,0.00004448074,0.006446349,0.000001401941,0.00004738052,0.005163464],"genre_scores_gemma":[0.8943794,0.02267886,0.0002630587,0.07986416,0.00004077508,0.002008722,0.000006999001,0.000009556507,0.0007484963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2961231,"threshold_uncertainty_score":0.5164256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}