{"id":"W2216977500","doi":"","title":"Case Studies of Teachers Integrating Computer Technology in Mathematics","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":[0.0005950295,0.0001681637,0.0003249206,0.001962996,0.000207771,0.0000193093,0.0003166224,0.0004217557,0.0002303263],"category_scores_gemma":[0.003142824,0.0001543353,0.00002459672,0.001576995,0.002454183,0.0001002255,0.00006256866,0.00100497,0.0000169199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007198856,"about_ca_system_score_gemma":0.0005812686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001101857,"about_ca_topic_score_gemma":0.02197384,"domain_scores_codex":[0.9987328,0.00006229769,0.0004185585,0.0003108529,0.0001879317,0.000287539],"domain_scores_gemma":[0.9980795,0.0009050067,0.0002251884,0.0002736429,0.0004457963,0.00007090793],"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":[0.000001166657,0.0002064131,0.02441471,0.00001153586,0.00001721667,0.0000165659,0.01534405,7.058298e-8,0.000870389,0.9490024,0.0003588264,0.009756628],"study_design_scores_gemma":[0.0001925167,0.00005201839,0.0005072287,0.00009626729,0.00001212638,0.0001203146,0.0237667,0.00005064786,0.001435958,0.9733802,0.000235196,0.0001508021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5831406,0.0001082882,0.000045346,0.4125273,0.001515689,0.0002347233,0.000003592709,0.0001295327,0.002294968],"genre_scores_gemma":[0.9874302,0.0001364257,0.01156737,0.0000733686,0.0001865568,0.0001670455,0.00000704583,0.000009694115,0.0004222912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4124539,"threshold_uncertainty_score":0.9958726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0526251436463555,"score_gpt":0.3597750418192114,"score_spread":0.3071498981728559,"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."}}