{"id":"W4400887647","doi":"10.3102/ip.24.2110665","title":"Technology Integration in Grade 9 Destreamed Mathematics Classroom","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":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005699701,0.0003322094,0.0005394079,0.001009985,0.002234339,0.006670195,0.0007153824,0.0007600583,0.00468077],"category_scores_gemma":[0.002215086,0.0003511842,0.0003671474,0.0006424112,0.0007804612,0.00182367,0.004667162,0.001468894,0.001239581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848831,"about_ca_system_score_gemma":0.002954523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02920835,"about_ca_topic_score_gemma":0.05092797,"domain_scores_codex":[0.9990835,0.0001113782,0.00005970853,0.0001789316,0.000200596,0.0003659203],"domain_scores_gemma":[0.9985751,0.0001183374,0.0002724829,0.00007285719,0.0003511739,0.0006100613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007835901,0.004419244,0.7842927,0.0001339744,0.0000825664,0.0013633,0.1040879,0.000496075,0.01624945,0.01229645,0.002812003,0.07298269],"study_design_scores_gemma":[0.00002826985,0.0009237975,0.8708293,0.0001493586,0.00008473998,0.0002694279,0.1037381,0.0008534756,0.005570729,0.001995358,0.01550685,0.00005059081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971932,0.0000329807,0.000035252,0.0000675234,0.000006678203,0.000004914993,0.00003087246,0.000007692798,0.002620925],"genre_scores_gemma":[0.9957656,0.00004921101,0.00007712443,0.00002163849,0.000002695629,0.000009198593,0.00007746484,0.00000497362,0.003992162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02920835,"threshold_uncertainty_score":0.05807668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923330530016887,"score_gpt":0.3517197019841016,"score_spread":0.3224863966839327,"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."}}