{"id":"W2955287000","doi":"10.5430/wje.v9n3p94","title":"Science, Technology, Engineering and Mathematics (STEM): Liberating Women in the Middle East","year":2019,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle East; Convention on the Elimination of All Forms of Discrimination Against Women; Convention; Population; Islam; Economic growth; Political science; Sociology; Law; Human rights; Demography; Geography; 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":[],"consensus_categories":[],"category_scores_codex":[0.003031144,0.00003948349,0.00008505072,0.000679657,0.0001314641,0.0001036896,0.0002591304,0.00002100315,0.00003924227],"category_scores_gemma":[0.0001787467,0.000031256,0.00001004401,0.0009577702,0.0001181323,0.0002846741,0.00001787512,0.000142122,0.000009687523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003521343,"about_ca_system_score_gemma":0.0008271245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004571079,"about_ca_topic_score_gemma":0.00001497306,"domain_scores_codex":[0.9993654,0.0000233418,0.0002144611,0.00005750537,0.0001660387,0.0001732594],"domain_scores_gemma":[0.9995463,0.0001136896,0.0001660824,0.00006566971,0.00006671752,0.00004150604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000312458,0.000210992,0.1159772,0.00005313961,0.00001540819,8.464516e-7,0.6895697,0.0001005259,0.001740346,0.1656756,0.0005189688,0.02613416],"study_design_scores_gemma":[0.0003108975,0.00005022127,0.01630261,0.000433838,0.000007558778,0.00003034374,0.9045118,0.0001999508,0.00009930148,0.01566906,0.0621954,0.0001889812],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830359,0.0001262964,0.000007153213,0.002628149,0.0006485205,0.0001040849,5.099137e-8,0.000004974993,0.0134449],"genre_scores_gemma":[0.9921981,0.00001687324,0.005285983,0.00009388322,0.000109967,0.000005431765,4.111341e-8,0.000003372777,0.002286353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2149421,"threshold_uncertainty_score":0.1467283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055148437750709,"score_gpt":0.2707594958834788,"score_spread":0.2502080115059717,"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."}}