{"id":"W4404108616","doi":"10.1007/978-3-031-47411-8_14-1","title":"Social Justice and Equity in Early Childhood Education","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Teacher Education and Assessments","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Equity (law); Social justice; Social equality; Political science; Sociology; Criminology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003891645,0.0001887117,0.0001968306,0.0004953714,0.0001368204,0.0001656515,0.0003208297,0.0002450049,0.0003777559],"category_scores_gemma":[0.00006311142,0.0002259202,0.00008518997,0.00005331179,0.000182441,0.0002287581,0.0001206198,0.0003586595,0.00005467735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005827225,"about_ca_system_score_gemma":0.003190429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009243556,"about_ca_topic_score_gemma":0.0004581609,"domain_scores_codex":[0.9985179,0.00002336622,0.000401337,0.000359494,0.0005358643,0.0001620022],"domain_scores_gemma":[0.9991565,0.00004826155,0.0002854929,0.000124105,0.000295337,0.0000903535],"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":[0.000005717275,0.000226184,0.0007577864,0.00007837782,0.00005049103,2.302262e-7,0.02173324,1.056837e-7,0.00001590041,0.8866701,0.004132675,0.08632921],"study_design_scores_gemma":[0.000217881,0.00002672541,0.05917927,0.001304481,0.0002324803,0.000001711375,0.005060902,0.000001567405,0.00003586409,0.2800778,0.6534296,0.0004317164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01378267,0.001212877,0.000006777036,0.003104016,0.006033574,0.0003456241,0.00002063768,0.00003808641,0.9754558],"genre_scores_gemma":[0.4898446,0.0003126035,0.0001852821,0.0001693216,0.001945362,0.00004003896,0.0000612445,0.00002860993,0.507413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6492969,"threshold_uncertainty_score":0.9212757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.048953067676841,"score_gpt":0.4247948849519012,"score_spread":0.3758418172750602,"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."}}