{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002196611,0.0002944469,0.000604264,0.002994773,0.02346482,0.01010236,0.001289502,0.002117708,0.01722402],"category_scores_gemma":[0.007695858,0.000369735,0.0003308484,0.008497203,0.004938833,0.002328788,0.004008737,0.003444237,0.001045636],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1859511,"about_ca_system_score_gemma":0.4698281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9968822,"about_ca_topic_score_gemma":0.9986998,"domain_scores_codex":[0.9950854,0.0004579894,0.0001466085,0.0003287659,0.00182163,0.00215963],"domain_scores_gemma":[0.9880928,0.001226383,0.0003711156,0.0002085054,0.005533846,0.004567219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007842591,0.0001256197,0.01733837,0.001222989,0.00003666394,0.0009164394,0.04705406,0.0005638215,0.0004557702,0.2533211,0.5195228,0.159364],"study_design_scores_gemma":[0.00001351467,0.00001631107,0.02583135,0.0006768936,0.00001426389,0.0001170706,0.02161602,0.0001350559,0.0001012795,0.002598048,0.9488384,0.00004177252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07128,0.1034603,0.0008433471,0.2223707,0.006803145,0.0001467974,0.002623181,0.0001961539,0.5922763],"genre_scores_gemma":[0.6528558,0.07739445,0.00192098,0.02760647,0.0007961051,0.0001212137,0.001536092,0.0002255085,0.2375435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1859511,"threshold_uncertainty_score":0.9441814,"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."}}