{"id":"W3090728881","doi":"10.33423/jabe.v24i5.5528","title":"On the Quest for Economic Prosperity: A Higher Education Strategic Perspective for the Mena Region","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Strategic planning; Economic growth; Per capita; Strategic development; Business; Workforce; National development; Economics; Marketing; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001401087,0.00006464776,0.0001094189,0.0000366605,0.001163,0.0002294557,0.0002015937,0.00002635879,0.0001575957],"category_scores_gemma":[0.00003763154,0.00004417846,0.0000428725,0.00005183932,0.0000915349,0.0001698259,0.00001718591,0.000140485,0.000001640567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005264877,"about_ca_system_score_gemma":0.001163073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168475,"about_ca_topic_score_gemma":0.0001004309,"domain_scores_codex":[0.9994926,0.00004385213,0.0001813421,0.0001156825,0.00005875454,0.0001077355],"domain_scores_gemma":[0.9985042,0.0006796323,0.0005382421,0.00009021333,0.0001558641,0.00003188755],"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":[0.0001986418,0.00006371386,0.00005213796,0.000004536444,0.00003676046,2.634424e-8,0.005371553,0.003342823,0.000002197764,0.9861467,0.003398479,0.001382464],"study_design_scores_gemma":[0.0003767428,0.0000718703,0.001443852,0.000004443787,0.00007617329,0.000004725068,0.0759849,0.0002336449,0.000002808087,0.1795994,0.7421038,0.00009763129],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8062895,0.0003863741,0.0000406718,0.1646873,0.002816859,0.001314807,0.000008213127,0.000007871449,0.02444839],"genre_scores_gemma":[0.9968705,0.0002067015,0.0001072114,0.0007475829,0.001090492,0.0003118985,0.00000144604,0.00001097507,0.0006531726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8065472,"threshold_uncertainty_score":0.894497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05428774695534354,"score_gpt":0.3271248390721385,"score_spread":0.2728370921167949,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}