{"id":"W2158700053","doi":"10.1177/0275074005281387","title":"Social Class, Sexual Orientation, and Toward Proactive Social Equity Scholarship","year":2006,"lang":"en","type":"article","venue":"The American Review of Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sexual orientation; Scholarship; Social equality; Publication; Equity (law); Social class; Sociology; Publishing; Administration (probate law); Gender studies; Public relations; Political science; Public administration; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.004079437,0.0001315897,0.0003031812,0.00006965116,0.001069564,0.0002599459,0.0003827843,0.00005547738,0.00008802326],"category_scores_gemma":[0.001140392,0.0001072451,0.00007281076,0.0009723229,0.002118733,0.0006374231,0.00007904424,0.0002333657,0.000007329119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122674,"about_ca_system_score_gemma":0.001880227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006854087,"about_ca_topic_score_gemma":0.0006988675,"domain_scores_codex":[0.9966962,0.00127291,0.0004599423,0.00026463,0.0009103956,0.0003958689],"domain_scores_gemma":[0.9984585,0.0002010052,0.0006343074,0.0001407403,0.0004490672,0.000116404],"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":[0.00003279587,0.0001926869,0.001973716,0.0003874776,0.00004137463,0.00000130884,0.001681406,1.761894e-8,0.0001716219,0.886829,0.01072211,0.09796653],"study_design_scores_gemma":[0.0009130521,0.001072189,0.3627799,0.000227779,0.0002152793,0.00001937129,0.02401342,0.00001968762,0.0005666188,0.038042,0.5712304,0.0009003484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4274304,0.001711905,0.0009206308,0.4816504,0.00009549945,0.001752448,0.0001160299,0.000145738,0.08617691],"genre_scores_gemma":[0.9965648,0.0007461795,0.0001186573,0.001210517,0.0006892306,0.00007831166,0.00007926431,0.000008764501,0.0005042582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.848787,"threshold_uncertainty_score":0.8226328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558790091481939,"score_gpt":0.48483755254968,"score_spread":0.3289585434014861,"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."}}