{"id":"W7029867574","doi":"","title":"Lessons on affirmative action: a comparative study in South Africa, Malaysia and Canada","year":2017,"lang":"en","type":"dissertation","venue":"Theses database, Tilburg University","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Agency (philosophy); Public policy; Work (physics)","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"],"consensus_categories":[],"category_scores_codex":[0.0004010643,0.0003091482,0.0005185786,0.0002309233,0.001251161,0.0001162743,0.0008118087,0.0001578373,0.0002385736],"category_scores_gemma":[0.0002173033,0.0003376997,0.00004663982,0.0002667379,0.0002901321,0.0005335466,0.000122707,0.0006252517,0.00003791939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007016455,"about_ca_system_score_gemma":0.001397595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6914508,"about_ca_topic_score_gemma":0.9758468,"domain_scores_codex":[0.9975407,0.0006336846,0.0001657747,0.0005674388,0.0006893044,0.0004031704],"domain_scores_gemma":[0.9982743,0.0003916018,0.0003902146,0.0005809811,0.0001581234,0.0002048081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007358124,0.0003387312,0.01024522,0.00004972777,0.0001661734,0.0004655807,0.9793416,0.00001410871,0.000003981635,0.004747333,0.003621054,0.0002707242],"study_design_scores_gemma":[0.0005536024,0.00007946542,0.01326667,0.000187416,0.0001284431,1.580904e-7,0.8265029,0.00001175048,0.00002141029,0.00003989884,0.1587957,0.0004126535],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7607183,0.0001314164,0.000001122413,0.0001309197,0.0004343458,0.0007831049,0.001246787,0.00004502276,0.236509],"genre_scores_gemma":[0.9639311,0.0000434296,0.00002240371,0.000008056023,0.00008613165,0.000004265867,0.0003410002,0.0000134968,0.03555014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.284396,"threshold_uncertainty_score":0.9999075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154125467951454,"score_gpt":0.3626341885480882,"score_spread":0.2472216417529428,"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."}}