{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005020347,0.0003069685,0.0003143901,0.0005479894,0.0002736579,0.0001489585,0.002456048,0.0001916333,0.0000107084],"category_scores_gemma":[0.0002633802,0.0002169693,0.00005434027,0.0005574427,0.0001882708,0.00006355141,0.0006296356,0.001017974,0.0001911556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802671,"about_ca_system_score_gemma":0.0007071916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003898702,"about_ca_topic_score_gemma":0.00003323284,"domain_scores_codex":[0.998147,0.00009618697,0.0005349445,0.0005188562,0.0003708265,0.0003321969],"domain_scores_gemma":[0.9985362,0.0003094633,0.000439842,0.000561951,0.000110158,0.00004238459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004479007,0.00004970245,0.00007940912,0.00003497711,0.0000802206,0.00001423114,0.03167308,0.0002147795,0.00001410012,0.3951645,0.006269357,0.5664012],"study_design_scores_gemma":[0.0001019805,0.0001710592,0.00007181638,0.000337856,0.00001466377,0.00002999419,0.004929312,0.002011612,0.0001705334,0.007529718,0.9841852,0.0004463012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0003870016,0.0001907277,0.4574341,0.03907334,0.0008726431,0.00197726,0.000004293027,0.0009108238,0.4991498],"genre_scores_gemma":[0.1122876,0.0001775213,0.6963918,0.01246261,0.0005019273,0.001915429,0.0002069401,0.0001856583,0.1758705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9779158,"threshold_uncertainty_score":0.8847752,"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."}}