{"id":"W4404001585","doi":"10.21432/cjlt28606","title":"Preparing Educators to Teach and Create With Generative Artificial Intelligence","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"College of Education, University of Saskatchewan","keywords":"Mathematics education; Teaching method; Generative grammar; Computer science; Transfer of training; Pedagogy; Psychology; Artificial intelligence; Knowledge management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002119385,0.0002741215,0.0001830717,0.0009034097,0.00415933,0.003601263,0.0007143966,0.0009852706,0.002465212],"category_scores_gemma":[0.005460463,0.0002943122,0.000255339,0.0005360531,0.004174768,0.001736768,0.003550118,0.001560958,0.0007897993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002432866,"about_ca_system_score_gemma":0.009435104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008612242,"about_ca_topic_score_gemma":0.05098714,"domain_scores_codex":[0.9989862,0.0003559806,0.00005068373,0.00009437558,0.0002495674,0.0002630991],"domain_scores_gemma":[0.996727,0.001412949,0.0004603731,0.0004128521,0.0003337323,0.0006530522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005744912,0.001636392,0.06167142,0.000712946,0.00001141172,0.00481151,0.4440163,0.001940998,0.01665689,0.05778408,0.01269879,0.3980018],"study_design_scores_gemma":[0.0000877394,0.0004077727,0.05770624,0.0008633602,0.0000320521,0.006665257,0.3960997,0.003033908,0.0246701,0.04842286,0.4618871,0.0001238901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8480378,0.0007328967,0.05551594,0.008266338,0.000108017,0.000614054,0.00005317092,0.0005190928,0.08615273],"genre_scores_gemma":[0.8703532,0.001106294,0.1067212,0.0008652059,0.0000191419,0.0001937167,0.00007411074,0.00006368951,0.0206035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008612242,"threshold_uncertainty_score":0.0176518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124598166902127,"score_gpt":0.2787461964743759,"score_spread":0.2575002148053547,"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."}}