{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003723164,0.0008403855,0.0007182898,0.002338642,0.005907464,0.009063907,0.001477652,0.002150518,0.002661028],"category_scores_gemma":[0.008227861,0.0008160978,0.0007126796,0.001152351,0.006644558,0.00575068,0.007298413,0.002868533,0.0006215812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003273706,"about_ca_system_score_gemma":0.002586199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005550404,"about_ca_topic_score_gemma":0.01135176,"domain_scores_codex":[0.9956412,0.002863881,0.0001629988,0.00028947,0.000440558,0.000601923],"domain_scores_gemma":[0.9957573,0.002859157,0.0006235738,0.0001813062,0.0001966626,0.0003820244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001797413,0.00006539645,0.004989942,0.00008437311,0.000006310163,0.0007165152,0.9852598,0.00005092051,0.001062747,0.001320746,0.0001670272,0.006258267],"study_design_scores_gemma":[0.000003726947,0.00008548181,0.005695273,0.0001550096,0.00001365501,0.0005214997,0.9782285,0.00007705718,0.000621595,0.0004776335,0.01410454,0.00001607305],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879903,0.0005216941,0.001940761,0.0007852474,0.00002879155,0.00003830924,0.0000234544,0.00002269192,0.0086488],"genre_scores_gemma":[0.9912531,0.0009501405,0.001221721,0.000258596,0.00001778154,0.00009134227,0.0000334349,0.00002428998,0.006149596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009063907,"threshold_uncertainty_score":0.02375257,"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."}}