{"meta":{"query_hash":"ccd673e8aa07","filters":{"venue":"Management & Sustainability An Arab Review"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/ccd673e8aa07","api":"https://metacan.xera.ac/api/v1/cohort?venue=Management+%26+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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.06073031492309589,"score_gpt":0.2940913305648206,"score_spread":0.23336101564172473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388634314","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18061474,0.24065806,0.0027012199,0.3424239,0.0012487909,0.012015254,0.0003374478,0.0010354131,0.21896519],"genre_scores_gemma":[0.42275536,0.52275836,0.00038298435,0.03144157,0.00078207365,0.00064514537,0.0002436855,0.00013289812,0.020857906],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977871,0.00008240959,0.0008412541,0.00060220686,0.00004559982,0.0006414041],"domain_scores_gemma":[0.99859464,0.00019276346,0.00021994232,0.0007715325,0.000033189983,0.00018790562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036620854,0.00022005329,0.0006789195,0.00015127155,0.00027574858,0.00018541003,0.00037871048,0.000058541733,0.0004953736],"category_scores_gemma":[0.00063339795,0.00019980829,0.00017817707,0.00051626394,0.00025155678,0.00028300151,0.00044390705,0.00017531731,0.0005678627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001748663,0.000038650818,0.0024886476,0.004985621,0.00004828515,0.000008502749,0.0005482761,0.00001054167,4.1503934e-9,0.9646072,0.009365881,0.017880943],"study_design_scores_gemma":[0.000870294,0.00003122681,0.009653338,0.000189639,0.00005017119,0.0000033619208,0.0011710743,0.0016018881,1.4117862e-7,0.44111526,0.5450247,0.00028891797],"about_ca_topic_score_codex":0.0006319468,"about_ca_topic_score_gemma":0.000053656073,"teacher_disagreement_score":0.53565884,"about_ca_system_score_codex":0.00023594835,"about_ca_system_score_gemma":0.000021647495,"threshold_uncertainty_score":0.81479454},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Canada","funders":"","keywords":"Work (physics); Private sector; Empirical evidence; Political science; Demographic economics; Psychology; Economic growth; Economics; Engineering","score_opus":0.06711224249583893,"score_gpt":0.40537955719758234,"score_spread":0.3382673147017434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414020912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60953355,0.0027020944,0.00007396021,0.37598732,0.000044480745,0.006446349,0.0000014019411,0.000047380516,0.005163464],"genre_scores_gemma":[0.8943794,0.022678858,0.00026305873,0.07986416,0.000040775085,0.0020087217,0.000006999001,0.000009556507,0.00074849627],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99559134,0.0026356506,0.00052161695,0.0005079141,0.0002487033,0.0004947449],"domain_scores_gemma":[0.99803084,0.00086387986,0.000083799874,0.00079837226,0.00010309609,0.00012000015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008559169,0.00017853844,0.0002857999,0.00028966417,0.00060370774,0.00022906897,0.0012818254,0.000056907244,0.000073311436],"category_scores_gemma":[0.0037262863,0.00012664065,0.00006020831,0.003975303,0.00036457693,0.00026091613,0.0002198468,0.00025931536,0.000011975182],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049953986,0.00029443623,0.56736505,0.0039631436,0.000054161465,0.000014364392,0.16521229,0.00006780732,2.605583e-7,0.19716346,0.013976674,0.051838417],"study_design_scores_gemma":[0.00009549638,0.000013993391,0.68448275,0.00076671183,0.00002948017,1.552062e-7,0.056734506,0.0000039522174,2.552555e-8,0.014765839,0.24298221,0.00012487659],"about_ca_topic_score_codex":0.0010071732,"about_ca_topic_score_gemma":0.00075084926,"teacher_disagreement_score":0.29612315,"about_ca_system_score_codex":0.0013815527,"about_ca_system_score_gemma":0.0005144028,"threshold_uncertainty_score":0.5164256},"labels":[],"label_agreement":null}]}