{"id":"W3083347309","doi":"10.18235/0002599","title":"Learning Mathematics in the 21st Century: Adding Technology to the Equation","year":2020,"lang":"en","type":"book","venue":"Inter-American Development Bank eBooks","topic":"Educational Technology and Optimization","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; McGill University","keywords":"Mathematics education; Mathematics; Computer science; Applied mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002645525,0.0004363908,0.0003510728,0.0006845274,0.0007605405,0.003728223,0.0004955331,0.0009432952,0.009930481],"category_scores_gemma":[0.001207939,0.0001828289,0.0004151543,0.00123217,0.001821292,0.004816031,0.00125576,0.00214159,0.00328127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00192484,"about_ca_system_score_gemma":0.001614728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003142846,"about_ca_topic_score_gemma":0.005166023,"domain_scores_codex":[0.999763,0.00007735255,0.000007721144,0.00002793616,0.0001023826,0.00002164699],"domain_scores_gemma":[0.9996413,0.0002301835,0.00002094033,0.0000194785,0.00005939793,0.00002873661],"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":[0.00000916173,0.00002629386,0.0004900508,0.0002570288,0.000009952952,0.0001024522,0.001335343,0.001492627,0.0002044933,0.7202646,0.184771,0.09103705],"study_design_scores_gemma":[0.000003115637,0.00001320536,0.0005357523,0.0002604409,0.000005402491,0.0001146391,0.0005752914,0.001066009,0.00009311973,0.1330616,0.8642628,0.000008582612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.005150859,0.1099103,0.02145475,0.03868796,0.004803496,0.00003644208,0.0001673446,0.0002493337,0.8195397],"genre_scores_gemma":[0.1126411,0.174503,0.02960224,0.01223733,0.004929159,0.0001370196,0.0004425574,0.000272352,0.6652352],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009930481,"threshold_uncertainty_score":0.03322083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01958476434362002,"score_gpt":0.2571386330674468,"score_spread":0.2375538687238267,"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."}}