{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002563604,0.0003494599,0.0003452426,0.0009999336,0.007787961,0.009370358,0.0008294635,0.003840407,0.004727573],"category_scores_gemma":[0.001322799,0.0001919398,0.0003338967,0.001406786,0.003820008,0.004177756,0.006307305,0.004717097,0.0006322451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008826981,"about_ca_system_score_gemma":0.03140935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02513417,"about_ca_topic_score_gemma":0.0469956,"domain_scores_codex":[0.9985766,0.0005391678,0.00002806607,0.00007342096,0.0001191221,0.000663472],"domain_scores_gemma":[0.9989452,0.0002389683,0.00008439152,0.00001791162,0.0001290745,0.0005844709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006124818,0.00009809447,0.004092071,0.0006646889,0.00001660267,0.001982256,0.02029946,0.001238558,0.0009337447,0.8847253,0.03631929,0.04956868],"study_design_scores_gemma":[0.00001462135,0.0001277874,0.008202511,0.002120229,0.00001924407,0.0009973948,0.09733611,0.001146866,0.000793233,0.1095866,0.7795865,0.00006884275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07043537,0.04789306,0.003814804,0.645816,0.001665795,0.00008984515,0.0001639716,0.00005504667,0.230066],"genre_scores_gemma":[0.8470343,0.0474959,0.00982836,0.03986549,0.0008603011,0.0001356105,0.0001580039,0.00003975023,0.05458216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02513417,"threshold_uncertainty_score":0.06404459,"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."}}