{"id":"W4312101000","doi":"","title":"FOREIGN UNIVERSITIES IN QATAR: A CRITICAL REVIEW OF POLICY AND SUSTAINABILITY ISSUES","year":2019,"lang":"en","type":"review","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Foreign policy; Political science; Business; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00666621,0.0004430416,0.00351281,0.001214528,0.0002504247,0.0005091848,0.003385009,0.0003307258,0.005515326],"category_scores_gemma":[0.00503129,0.0004205978,0.0004256666,0.001289156,0.001096222,0.002089057,0.001414597,0.0005828949,0.00001157069],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002144138,"about_ca_system_score_gemma":0.006946297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009488876,"about_ca_topic_score_gemma":0.0001441216,"domain_scores_codex":[0.9946327,0.001860313,0.001651277,0.0005770358,0.0006920038,0.000586622],"domain_scores_gemma":[0.9943261,0.002983401,0.001309381,0.0005211672,0.000600756,0.0002592408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000344193,0.0002586652,0.0193954,0.2806532,0.0004627233,0.00004994473,0.004194093,6.773836e-7,4.38142e-7,0.04816026,0.04094057,0.6058496],"study_design_scores_gemma":[0.0001257417,0.000005194811,0.001171859,0.06447808,0.0002834069,0.000003529394,0.003755395,2.302677e-7,9.562589e-7,0.01919425,0.9105496,0.0004317267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001971532,0.9626443,0.000004249545,0.000566166,0.0002636036,0.001737356,0.00007400766,0.0000160265,0.03449714],"genre_scores_gemma":[0.0001726567,0.9973761,0.0001264727,0.0002033482,0.0001882158,0.00004830703,0.00001463581,0.00003985095,0.001830345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8696091,"threshold_uncertainty_score":0.9998246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3675676302813796,"score_gpt":0.6467525523404873,"score_spread":0.2791849220591078,"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."}}