{"id":"W4392355414","doi":"10.1017/s0021855324000032","title":"Gender-Responsive Public Procurement in Africa: Barriers and Challenges","year":2024,"lang":"en","type":"article","venue":"Journal of African Law","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation; International Development Research Centre","keywords":"Procurement; Empowerment; Promotion (chess); Business; Goods and services; Gender equality; Public sector; Economic growth; Public relations; Public administration; Political science; Marketing; Economics; Market economy; Law; Politics; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001230216,0.0001636451,0.0002451201,0.0008046853,0.0000792274,0.000578074,0.0002519873,0.00005845734,0.0001312343],"category_scores_gemma":[0.0002424606,0.0001287594,0.00008332144,0.0005694548,0.00008973747,0.001956731,0.0001190404,0.0002631205,0.00002187274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000086584,"about_ca_system_score_gemma":0.0001795756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004082591,"about_ca_topic_score_gemma":0.0001021757,"domain_scores_codex":[0.9986258,0.00002428717,0.000401165,0.0001797961,0.0004099034,0.0003590974],"domain_scores_gemma":[0.9993713,0.0000597064,0.0002079612,0.0001052178,0.0001945523,0.00006128062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007246831,0.00006388491,0.0005998391,0.0004557389,0.0001289445,0.0001601595,0.001541758,0.000002611731,0.0002439878,0.9710987,0.01465517,0.01097669],"study_design_scores_gemma":[0.0004057162,0.00004143711,0.0009255984,0.00009409539,0.00004294533,0.00002435387,0.001869069,0.0001542222,0.0000154454,0.02024256,0.9760222,0.0001622884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1057075,0.07509557,0.0001092826,0.185845,0.001954624,0.0006684936,0.000008556694,0.0002005173,0.6304104],"genre_scores_gemma":[0.9973467,0.000513501,0.00006801147,0.0007146613,0.001205676,0.000008162848,7.086182e-7,0.00002058925,0.0001219781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9613671,"threshold_uncertainty_score":0.557438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07598457896983458,"score_gpt":0.2546412816354656,"score_spread":0.1786567026656311,"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."}}