{"id":"W2236931586","doi":"","title":"Sharing Strategies With Teachers: iPods in Math Class","year":2012,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Mathematics education; Class (philosophy); Mathematics; Computer science; Pedagogy; Psychology; Artificial intelligence","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":[0.0008372216,0.000167841,0.0001452661,0.0004618875,0.0003181299,0.0002392207,0.0006077403,0.0004530921,0.0002547844],"category_scores_gemma":[0.0002546281,0.0001651699,0.000094663,0.0006127436,0.0004202329,0.003651895,0.00004563333,0.0004609196,0.0000616931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006427072,"about_ca_system_score_gemma":0.001199125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003687224,"about_ca_topic_score_gemma":0.0004000829,"domain_scores_codex":[0.9986785,0.00002589082,0.0004160891,0.000185041,0.0003012251,0.0003932232],"domain_scores_gemma":[0.9986763,0.00004248498,0.0003086296,0.0002338242,0.000663605,0.00007517346],"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":[0.000007900057,0.0001831923,0.06804852,0.000009031181,0.00003357533,1.163942e-8,0.03964945,0.000003672801,0.00003025686,0.8712516,0.001972828,0.01880995],"study_design_scores_gemma":[0.0005237042,0.00004651301,0.00956525,0.00007601374,0.00002412603,0.000005300339,0.6041579,0.0006007114,0.0001734219,0.02802217,0.3564932,0.0003116806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7497434,0.0001764473,0.03444006,0.05376939,0.002151169,0.001446298,0.000021393,0.001011653,0.1572402],"genre_scores_gemma":[0.9853368,0.00007519775,0.0107687,0.0005351299,0.000201442,0.0008034026,0.0001897895,0.00001105006,0.002078506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8432294,"threshold_uncertainty_score":0.6735432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0299939667444321,"score_gpt":0.3531299961911568,"score_spread":0.3231360294467247,"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."}}