{"id":"W2998511892","doi":"10.5430/ijhe.v9n2p1","title":"International Partnerships for the Development of STEM and Medical Education of Middle Eastern Women","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle East; Graduation (instrument); Face (sociological concept); Political science; Economic growth; Sustainable development; Sociology; Engineering; Social science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001534115,0.00006927449,0.0001375871,0.0001547084,0.00005415662,0.00004007385,0.0006120888,0.00006547115,0.001033475],"category_scores_gemma":[0.0001289403,0.00005648869,0.00005029941,0.00005462483,0.0001060909,0.0002643214,0.00004358694,0.00008709299,0.000008736049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004242988,"about_ca_system_score_gemma":0.0033725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000211666,"about_ca_topic_score_gemma":0.00001325367,"domain_scores_codex":[0.9983835,0.00006675628,0.0006179171,0.00009588226,0.0007307346,0.000105241],"domain_scores_gemma":[0.997852,0.0003594682,0.0007384236,0.00006977813,0.0008948861,0.00008543809],"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":[0.0003159044,0.0009969948,0.313533,0.00008047935,0.0009137835,2.360242e-7,0.1308536,0.00001147162,0.0002946162,0.09180289,0.006400599,0.4547964],"study_design_scores_gemma":[0.001013101,0.00006205161,0.11545,0.0004049769,0.00002643287,0.000008221786,0.04840652,0.00003878856,0.0005561083,0.004503141,0.8293672,0.0001634719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721825,0.0003184503,0.0001698076,0.008799024,0.01044762,0.0002144914,0.00000239678,0.000003757335,0.007861937],"genre_scores_gemma":[0.9871467,0.00008915296,0.002478548,0.0003009762,0.0007066667,0.00003098815,0.000005522357,0.000007487199,0.009233967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8229666,"threshold_uncertainty_score":0.9998797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584190757165804,"score_gpt":0.3662887164964712,"score_spread":0.3078696407798908,"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."}}