{"id":"W7133008506","doi":"","title":"Teacher, Talk, and Technology: Exploring Teaching and Learning in Grade 4 Mathematics","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Technology integration; Negotiation; Quality (philosophy); Perception; Educational technology; Qualitative research","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001993096,0.0003311669,0.0004277816,0.001068025,0.002117336,0.0001390743,0.0002774115,0.0006286319,0.0003843233],"category_scores_gemma":[0.002770823,0.0003844361,0.00003930263,0.000940126,0.0003333735,0.0002838633,0.0001156227,0.004646692,0.000006950143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265778,"about_ca_system_score_gemma":0.0001995145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003350109,"about_ca_topic_score_gemma":0.004071926,"domain_scores_codex":[0.9977415,0.0004856548,0.0004301407,0.000583562,0.0003358157,0.0004233449],"domain_scores_gemma":[0.9988427,0.0003827334,0.0004264338,0.000210646,0.00005445635,0.00008308492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009034738,0.0003841352,0.0114463,0.0001977463,0.00004644847,0.00001477691,0.8600168,0.000006954032,0.002068464,0.05751823,0.00009520879,0.06819586],"study_design_scores_gemma":[0.0002315328,0.0001007258,0.001091224,0.00023603,0.00004895404,0.00001418221,0.9753495,0.0005108597,0.0002422362,0.00388737,0.01792976,0.0003576076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783145,0.001982593,0.00002577913,0.0093862,0.0004783069,0.0004636216,5.235272e-7,0.0002912852,0.0090572],"genre_scores_gemma":[0.9617224,0.002685727,0.001917217,0.0000293823,0.00006864638,0.0003597809,0.00004653292,0.00004591922,0.03312444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153327,"threshold_uncertainty_score":0.9998608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937834007700807,"score_gpt":0.3907953936065335,"score_spread":0.3414170535295254,"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."}}