{"id":"W3196832996","doi":"10.1111/j.1741-5446.2005.00001.x-i1","title":"Equality and Merit: A Merit‐Based Argument for Equity Policies in Higher Education","year":2005,"lang":"en","type":"article","venue":"Educational Theory","topic":"Feminist Epistemology and Gender Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Argument (complex analysis); Equity (law); Set (abstract data type); Sociology; Economic Justice; Social justice; Social psychology; Positive economics; Epistemology; Psychology; Law; Law and economics; Political science; Economics; Computer science; Philosophy","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":[0.001742119,0.00007426906,0.0001075312,0.00005906726,0.0004672633,0.0000238426,0.0001058399,0.00005877213,0.0004992597],"category_scores_gemma":[0.0002889246,0.0000747477,0.00003132358,0.00009819432,0.0003833573,0.0000874443,0.00002790085,0.00006366765,0.00001267563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001640388,"about_ca_system_score_gemma":0.0007629543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00036169,"about_ca_topic_score_gemma":0.0007322952,"domain_scores_codex":[0.9990121,0.0003328432,0.0001618622,0.0001708248,0.000126014,0.000196363],"domain_scores_gemma":[0.9988276,0.000899754,0.00006121839,0.00008802688,0.00006641079,0.00005703254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000305015,0.0002648041,0.005580684,0.00001976299,0.00001103364,1.353422e-8,0.01462786,0.000002199135,0.00001791214,0.9708123,0.003388481,0.005244421],"study_design_scores_gemma":[0.0002137827,0.00002252035,0.2155757,0.00001948714,0.00001333064,3.102947e-7,0.01037512,0.000002210755,0.00006436102,0.5158356,0.2577346,0.0001430223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2595409,0.006152478,0.000184086,0.3999938,0.002886478,0.0009763447,0.00004560432,0.00005608749,0.3301642],"genre_scores_gemma":[0.9680125,0.00003086428,0.001179931,0.002996544,0.0008339986,0.0002495644,0.00001462441,0.000004441364,0.0266775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7084716,"threshold_uncertainty_score":0.5466543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1586083519950598,"score_gpt":0.4677781495179894,"score_spread":0.3091697975229295,"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."}}