{"id":"W4405708807","doi":"10.1007/978-3-031-47411-8_26-1","title":"Equitable Education for Marginalized Students in Ontario","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dairy Farmers of Ontario","funders":"","keywords":"Mathematics education; Sociology; Pedagogy; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006846759,0.0001687676,0.000280885,0.0006953411,0.02082675,0.004017451,0.001153736,0.001235837,0.01658943],"category_scores_gemma":[0.001810768,0.0002681602,0.0002054834,0.002212658,0.003575295,0.001361663,0.004259994,0.001901334,0.0004755446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0771911,"about_ca_system_score_gemma":0.2540725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836198,"about_ca_topic_score_gemma":0.997709,"domain_scores_codex":[0.9988393,0.0001526721,0.00002739971,0.00005648422,0.0002477135,0.0006764368],"domain_scores_gemma":[0.9978688,0.0001699071,0.0001019484,0.00005066432,0.0003360389,0.001472587],"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":[0.0002108751,0.0002164204,0.0452256,0.0005556367,0.00001953919,0.001769181,0.1673077,0.001080717,0.0007959105,0.4004127,0.198543,0.1838627],"study_design_scores_gemma":[0.00003688183,0.00005963849,0.08847678,0.0006836129,0.00001755662,0.0002181955,0.1198044,0.0005064898,0.0002534801,0.01927334,0.7706263,0.00004332082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4285771,0.01084505,0.0008108067,0.0987527,0.0005256514,0.0001728132,0.0008484954,0.00006579034,0.4594015],"genre_scores_gemma":[0.7352546,0.004980625,0.001024758,0.002398293,0.00006126636,0.00007543936,0.0001419248,0.0000498156,0.2560132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0771911,"threshold_uncertainty_score":0.5600632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07552944447734282,"score_gpt":0.4160915220887079,"score_spread":0.3405620776113651,"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."}}