{"id":"W4315816117","doi":"10.1007/978-3-031-16590-0_2","title":"Transforming Justice in Diverse Classrooms","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Economic Justice; Sociology; Criminology; Political science; Psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006504696,0.0001049697,0.000155767,0.0001083477,0.0003678225,0.00003092819,0.0002160344,0.0001415332,0.08520501],"category_scores_gemma":[0.0000430224,0.0001100325,0.0000862201,0.00005704924,0.00009451171,0.0001731446,0.00004300756,0.0003207549,0.0001527168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002519196,"about_ca_system_score_gemma":0.0004172867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002528186,"about_ca_topic_score_gemma":0.01442066,"domain_scores_codex":[0.9989697,0.00004272935,0.0002358906,0.0002049281,0.0003661832,0.0001805191],"domain_scores_gemma":[0.9995883,0.0001071205,0.00006939832,0.0001264421,0.00003531789,0.00007338894],"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":[0.000002445401,0.00001691784,0.00004837355,0.00001569579,0.000004559854,0.000002798804,0.01395562,0.000001820523,3.29581e-7,0.9772489,0.004561974,0.004140547],"study_design_scores_gemma":[0.00007000809,0.00001019896,0.00001919636,0.00001246563,0.00003041063,9.311797e-8,0.02582423,0.000001074845,3.359294e-7,0.01827891,0.9556055,0.0001475609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002152142,0.00007941858,0.00002748245,0.002436542,0.0007773588,0.0002100918,0.00001764273,0.00004436711,0.9961919],"genre_scores_gemma":[0.007170842,0.0005642614,0.00005508012,0.0004682355,0.0004152898,0.0000132077,0.00003198713,0.00001270284,0.9912684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.95897,"threshold_uncertainty_score":0.9156312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09972582732968117,"score_gpt":0.3761060550419987,"score_spread":0.2763802277123176,"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."}}