{"id":"W1994255920","doi":"10.1007/s10644-014-9155-1","title":"Female employment in MENA’s manufacturing sector: the implications of firm-related and national factors","year":2015,"lang":"en","type":"article","venue":"Economic Change and Restructuring","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"Economic Research Forum; World Bank Group","keywords":"Logit; Manufacturing sector; Demographic economics; Middle East; Ordered logit; Economics; Private sector; Foreign ownership; Econometric model; Business; Labour economics; Economic growth; Political science; Foreign direct investment; Macroeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002427575,0.00006843806,0.00009652931,0.00006413426,0.0001561165,0.00002977964,0.00008930089,0.00005593507,0.00001429112],"category_scores_gemma":[0.00001262381,0.00005421786,0.00001651766,0.0000310825,0.0001118376,0.0001180237,0.00005196304,0.00006769786,8.720085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001386156,"about_ca_system_score_gemma":0.00006564782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003736961,"about_ca_topic_score_gemma":0.006413572,"domain_scores_codex":[0.9994681,0.00003462016,0.000151373,0.0001400668,0.00006576162,0.0001400519],"domain_scores_gemma":[0.9997247,0.00005455266,0.00006915881,0.00007257771,0.00001297692,0.00006599318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005238026,0.00001033182,0.8468437,0.00001562123,0.00003208547,5.808972e-7,0.1403024,0.0002832415,0.00006122254,0.01096092,0.00005044879,0.001434173],"study_design_scores_gemma":[0.0002324115,0.000009109528,0.9749983,0.000008367725,0.000004604553,0.000001454672,0.01604063,0.0001008431,0.0001017495,0.007399531,0.00102282,0.00008017187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962888,0.0003034186,0.000001154742,0.0004590983,0.0002071792,0.0001692491,0.00002050392,0.00001109463,0.002539497],"genre_scores_gemma":[0.9994549,0.000265541,0.00002397004,0.00003193012,0.0001093213,0.00001022191,0.00000549057,0.000005593322,0.00009298707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1281546,"threshold_uncertainty_score":0.5649193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09262980340248449,"score_gpt":0.2961067696667497,"score_spread":0.2034769662642652,"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."}}