{"id":"W614322589","doi":"","title":"Confronting educational inequality : reframing, building understanding, and making change","year":2007,"lang":"en","type":"book","venue":"AMS Press eBooks","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Scholarship; Desegregation; Sociology; Higher education; Framing (construction); Gender studies; Political science; Public administration; History; Psychology; Law; Social psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002070587,0.0002695359,0.0003510905,0.0002177047,0.001216476,0.0003056421,0.0003654775,0.0003417633,0.0001169971],"category_scores_gemma":[0.0004347294,0.0002943716,0.00007254844,0.00003267989,0.001043971,0.0001461623,0.0002778361,0.0005625365,0.000006005033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162485,"about_ca_system_score_gemma":0.0008279291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003892911,"about_ca_topic_score_gemma":0.002296539,"domain_scores_codex":[0.9972809,0.0002436595,0.0003776077,0.0005196301,0.000918399,0.0006598114],"domain_scores_gemma":[0.9980319,0.0009239123,0.0003635641,0.000263071,0.0002239247,0.0001935943],"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":[0.000006286638,0.00001516045,0.000640234,0.0001641823,0.00008864969,0.000003719487,0.04518387,4.727979e-8,0.000003960695,0.9279957,0.02110078,0.004797342],"study_design_scores_gemma":[0.0001174603,0.00001499611,0.0005482511,0.0004814634,0.00003900062,9.567048e-7,0.002691069,0.000001937472,0.000005097652,0.03801665,0.9577348,0.0003482702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002423353,0.002954436,0.0003473058,0.0007508626,0.0008170811,0.0007934084,0.00002384408,0.00009961904,0.9939711],"genre_scores_gemma":[0.03922294,0.0002613983,0.0007798686,0.0002829504,0.003021606,0.0001495615,0.00002073205,0.00005083987,0.9562101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9366341,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2527006877193736,"score_gpt":0.4603639597903791,"score_spread":0.2076632720710055,"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."}}