{"id":"W4400430752","doi":"10.1142/9789811287152_0048","title":"The Role and the Use of Technology in the Teaching and Learning of Mathematics at Primary Level","year":2024,"lang":"en","type":"article","venue":"","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Mathematics education; Computer science; Mathematics","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":[0.001562742,0.00002734433,0.00005422324,0.00005238288,0.0003476834,0.00003558602,0.0001038718,0.00005840807,0.000005188116],"category_scores_gemma":[0.0009674936,0.00001136536,0.00001073346,0.0001405946,0.0007363093,0.00005072156,0.00003645548,0.0002650959,6.145921e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001394555,"about_ca_system_score_gemma":0.00002937314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007482797,"about_ca_topic_score_gemma":0.00171152,"domain_scores_codex":[0.9995493,0.0001657165,0.0001059915,0.00004888897,0.00007500137,0.00005514278],"domain_scores_gemma":[0.9984566,0.001410178,0.00003857576,0.0000747906,0.00001612959,0.000003713384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001177809,0.000008098083,0.003599415,0.00000564665,0.000004765334,6.07761e-8,0.03800355,4.370463e-7,0.0002613672,0.9233934,0.00009021898,0.03463186],"study_design_scores_gemma":[0.0001911099,0.00003627227,0.004297116,0.0000801662,0.00002641124,0.00001000322,0.6646698,0.002951484,0.0007102041,0.1964324,0.1305276,0.00006741093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490845,0.0008104127,0.0002551737,0.03892147,0.00002910314,0.000145904,3.888993e-7,0.00003240087,0.01072063],"genre_scores_gemma":[0.9964051,0.0002505105,0.001213284,0.00005644828,0.000005399449,0.000008846742,2.335456e-7,0.000001742494,0.002058429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.726961,"threshold_uncertainty_score":0.2712962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959465123333503,"score_gpt":0.3191764389044124,"score_spread":0.2795817876710774,"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."}}