{"id":"W4248484495","doi":"10.1007/978-94-007-4978-8_156","title":"Zone of Proximal Development in Mathematics Education","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Zone of proximal development; Mathematics education; Development (topology); Mathematics; Mathematical analysis","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":[0.0003620371,0.0004075376,0.0002180744,0.0007549282,0.001291328,0.003715674,0.0006391083,0.0005409871,0.009407203],"category_scores_gemma":[0.0006042937,0.0001174105,0.0001557983,0.0008946634,0.004067179,0.002493659,0.002720281,0.001897009,0.002018392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227508,"about_ca_system_score_gemma":0.001675984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147058,"about_ca_topic_score_gemma":0.004647721,"domain_scores_codex":[0.999736,0.0001172192,0.000007397177,0.00003511595,0.00006958678,0.00003463526],"domain_scores_gemma":[0.99989,0.00004266949,0.000007988303,0.000009026168,0.00002526006,0.00002501892],"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":[0.000009414443,0.000009193359,0.0001020894,0.00004786852,0.0000010081,0.00002886306,0.002261022,0.0001517775,0.0001784906,0.9504644,0.004446619,0.0422992],"study_design_scores_gemma":[0.000007013314,0.00002766895,0.001225788,0.0002872657,0.000005697403,0.0002292,0.004027202,0.0003843732,0.0006331537,0.4750935,0.51807,0.000009079668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006454322,0.01141063,0.01363451,0.001591209,0.0002734621,0.00002473616,0.00002028917,0.00005274361,0.9665382],"genre_scores_gemma":[0.412398,0.01874212,0.0127329,0.0003807667,0.0003093932,0.0001214709,0.00007659128,0.0001176595,0.5551212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009407203,"threshold_uncertainty_score":0.03147018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07631204684390001,"score_gpt":0.3809264316131171,"score_spread":0.304614384769217,"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."}}