{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004924475,0.0005090541,0.0004028332,0.0008761244,0.006781731,0.00945184,0.001337456,0.003604634,0.02245284],"category_scores_gemma":[0.004581204,0.000202629,0.0003137564,0.000761312,0.03158965,0.008015466,0.0111791,0.004273718,0.001971243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01468682,"about_ca_system_score_gemma":0.01488122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02991791,"about_ca_topic_score_gemma":0.03797447,"domain_scores_codex":[0.9961959,0.001353552,0.000072971,0.000534113,0.0009316722,0.0009118679],"domain_scores_gemma":[0.9983126,0.0006067369,0.0001051305,0.0002925753,0.0002353996,0.0004476627],"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":[0.000001847102,0.000004740333,0.0001174524,0.00001436418,9.6335e-7,0.00001943662,0.002881556,0.00004608898,0.00002602997,0.9806032,0.008527865,0.007756503],"study_design_scores_gemma":[0.000006457675,0.00001072982,0.0003539854,0.0002073754,0.000002910702,0.00006050746,0.005168272,0.0001147828,0.00009507121,0.3701174,0.623857,0.000005580834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002979484,0.002261416,0.00420114,0.02156298,0.000527508,0.00005087326,0.0000377103,0.00004164861,0.9683372],"genre_scores_gemma":[0.6024707,0.003317055,0.004888671,0.01463144,0.000626421,0.0002815211,0.0001090462,0.0001442601,0.3735309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02991791,"threshold_uncertainty_score":0.1065609,"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."}}