{"id":"W4313139012","doi":"10.7202/1094134ar","title":"University Admissions, Justice, and Virtue","year":2022,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Political Philosophy and Ethics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Virtue; Argument (complex analysis); Obligation; Economic Justice; Status quo; Sociology; Appeal; Virtue ethics; Flourishing; Anecdote; Philosophy of education; Law; Higher education; Epistemology; Political science; Psychology; Philosophy; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006448948,0.00006696106,0.00009015348,0.0001349249,0.0009865862,0.00001858365,0.0001940992,0.00009122609,0.0002241463],"category_scores_gemma":[0.0008864994,0.00008171445,0.0000252623,0.0004110679,0.0004103087,0.0001844449,0.000125349,0.0005115512,0.00001334606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003137873,"about_ca_system_score_gemma":0.0008849816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003722614,"about_ca_topic_score_gemma":0.00003232826,"domain_scores_codex":[0.9986485,0.0005351788,0.0001227288,0.0002138812,0.0002844671,0.0001953007],"domain_scores_gemma":[0.9991922,0.0003116114,0.00003614259,0.0001188541,0.00004130476,0.0002998955],"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":[0.00002203551,0.0002608621,0.0003381648,0.0000133603,0.000001901075,0.000003543646,0.004930362,0.000008517905,0.00001236584,0.993068,0.0005000823,0.0008408505],"study_design_scores_gemma":[0.0001236192,0.00003503191,0.002000499,0.000009450544,0.00002197017,0.000001954375,0.01475741,0.00002878822,0.000001737818,0.9262713,0.0566368,0.000111456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.344894,0.0004570332,0.00003235172,0.4921337,0.003023702,0.0003601639,0.00001993605,0.0001054433,0.1589736],"genre_scores_gemma":[0.9951223,0.00008870312,0.0000818348,0.00343787,0.0009647902,0.000008903224,0.00001029982,0.000005423294,0.0002798513],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6502283,"threshold_uncertainty_score":0.7588123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09133820140873093,"score_gpt":0.3801026993264074,"score_spread":0.2887644979176765,"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."}}