{"id":"W3194768068","doi":"10.20533/ijcdse.2042.6364.2021.0544","title":"A Case for Accelerated Education - Student Empowerment and Agency","year":2021,"lang":"en","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Empowerment; Agency (philosophy); Pedagogy; Political science; Mathematics education; Sociology; Psychology; Social 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":[0.02957322,0.0006491994,0.0007347783,0.001701683,0.01331731,0.01613668,0.002269186,0.008588286,0.007048344],"category_scores_gemma":[0.02799736,0.000465952,0.001189465,0.001221859,0.06254463,0.01844282,0.02438292,0.01761749,0.0008619307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004286828,"about_ca_system_score_gemma":0.01015273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001969507,"about_ca_topic_score_gemma":0.002524183,"domain_scores_codex":[0.9591592,0.02877874,0.0007207887,0.002733567,0.003634064,0.004973537],"domain_scores_gemma":[0.9725697,0.01259461,0.0022823,0.004605507,0.001837589,0.006110346],"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":[0.00002927151,0.0001150991,0.002281998,0.00005712072,0.00001578739,0.0008728409,0.0624908,0.0001143382,0.0001121179,0.8986782,0.01072391,0.02450867],"study_design_scores_gemma":[0.00005961808,0.0001357466,0.001386946,0.0004538391,0.0000123435,0.002088123,0.06041224,0.0003155448,0.0002176959,0.4850811,0.4497857,0.00005117382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1140328,0.005754834,0.02033991,0.4367622,0.002617424,0.0002647435,0.00005857915,0.0002170904,0.4199524],"genre_scores_gemma":[0.9571993,0.001198894,0.003779407,0.01256834,0.0005972752,0.0002321766,0.00002074559,0.000088254,0.02431574],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02957322,"threshold_uncertainty_score":0.1564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05872716464877221,"score_gpt":0.4740041294217797,"score_spread":0.4152769647730075,"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."}}