{"id":"W4404001720","doi":"10.21432/cjlt28820","title":"Technology and Teacher Education in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Ottawa; Brock University","funders":"","keywords":"Technology integration; Pedagogy; Mathematics education; Educational technology; Teacher education; Higher education; Sociology; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003251891,0.00005236103,0.00009920757,0.002008218,0.0001663454,0.00003698153,0.00009425812,0.0002048663,0.00007191924],"category_scores_gemma":[0.0005642351,0.00005190512,0.000007358215,0.0009359468,0.000318223,0.00007375432,0.000005738037,0.0006792749,0.000001800168],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004431547,"about_ca_system_score_gemma":0.01635186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7259865,"about_ca_topic_score_gemma":0.9942253,"domain_scores_codex":[0.9994771,0.00004937368,0.0001523278,0.00009473396,0.00005023198,0.0001762281],"domain_scores_gemma":[0.9996728,0.00003332436,0.00005222015,0.00003950908,0.00009131616,0.0001108562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[3.521531e-7,0.000002793686,0.4988826,0.000004413418,0.000005195348,0.00002903366,0.0006328084,3.919826e-7,0.00003143465,0.1114003,0.0009547962,0.388056],"study_design_scores_gemma":[0.00008161429,0.00005445907,0.004866929,0.0001504761,0.00001105419,0.0002450187,0.1031864,0.00003127806,0.00007681127,0.02372864,0.8674669,0.0001004042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920804,0.009440773,0.00002636708,0.06519645,0.0004190377,0.00004139046,3.262946e-7,0.00003311449,0.004038517],"genre_scores_gemma":[0.9975947,0.0003250189,0.0001534419,0.00002751837,0.0000425638,0.000002775495,4.172599e-7,0.000005170479,0.001848353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8665121,"threshold_uncertainty_score":0.9892245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006198073987211886,"score_gpt":0.2742527779532814,"score_spread":0.2680547039660695,"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."}}