{"id":"W4403828625","doi":"10.1007/978-3-031-47411-8_68-1","title":"Pathways to Equitable Mathematics","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Mathematics education; Mathematical economics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003196352,0.0005345604,0.0004342247,0.001581815,0.003609484,0.010554,0.001071488,0.002716477,0.06476209],"category_scores_gemma":[0.008558884,0.0003477932,0.0002479836,0.001404031,0.01075086,0.01158879,0.009655085,0.005916819,0.01066098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005627839,"about_ca_system_score_gemma":0.008312794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004351049,"about_ca_topic_score_gemma":0.006424711,"domain_scores_codex":[0.9974459,0.0008937308,0.00008451144,0.0002658174,0.0009817978,0.0003281915],"domain_scores_gemma":[0.9980262,0.0004146506,0.00009837569,0.00046232,0.0005995345,0.000398941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002242881,0.000007783032,0.00002708926,0.000009572161,6.165413e-7,0.00000536755,0.0002910282,0.00003843286,0.0000122635,0.9805092,0.009197871,0.009898489],"study_design_scores_gemma":[0.000002769169,0.000005529137,0.0001092947,0.0000770094,7.582719e-7,0.00002279441,0.0004338543,0.00008389113,0.0000581359,0.6209126,0.3782905,0.000002725618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001644064,0.003387623,0.004642948,0.0158624,0.00049247,0.00002943705,0.0000335296,0.00006034114,0.9738471],"genre_scores_gemma":[0.2144094,0.00950347,0.01169306,0.006139291,0.001011811,0.000203451,0.0001952884,0.0003523884,0.7564918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06476209,"threshold_uncertainty_score":0.2166508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06189366838468957,"score_gpt":0.3663482276891648,"score_spread":0.3044545593044752,"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."}}