{"id":"W4387738420","doi":"10.4324/9781003347972-20","title":"Equity in Action","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Business; Action (physics); Political science; Law; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002733715,0.00006137938,0.00008606535,0.00006166402,0.00009404812,0.00002341659,0.0001142312,0.0001215155,0.004673067],"category_scores_gemma":[0.00002121293,0.0000581948,0.00004147487,0.00001550841,0.00006212715,0.00004431367,0.00006136798,0.0001064176,0.001269076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002568917,"about_ca_system_score_gemma":0.00008838691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010282,"about_ca_topic_score_gemma":0.01242147,"domain_scores_codex":[0.9992907,0.000008412995,0.00009949988,0.0001219803,0.0003691945,0.0001102137],"domain_scores_gemma":[0.9997917,0.00006545696,0.0000363443,0.00006467199,0.000006095739,0.00003571108],"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":[4.634981e-7,0.000006574465,0.0008740392,0.000002272746,0.000005751462,0.000001039373,0.0005739387,8.248141e-7,1.840489e-7,0.9896536,0.003769124,0.005112118],"study_design_scores_gemma":[0.00003100083,0.000003013968,0.01354306,0.00001299918,0.000003969007,2.358615e-8,0.0005405572,2.230555e-7,1.093957e-7,0.09047622,0.8953065,0.00008227018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009373175,0.00001220615,0.000002057076,0.002471513,0.0006285322,0.00009931062,0.000002266416,0.00003593478,0.9966545],"genre_scores_gemma":[0.002396259,0.0008985369,0.00001613376,0.0001616042,0.0002234892,0.000004547412,0.000009012528,0.000009688914,0.9962807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8991774,"threshold_uncertainty_score":0.9995086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.221138255400326,"score_gpt":0.467054449180437,"score_spread":0.245916193780111,"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."}}