{"id":"W2552283485","doi":"10.55016/ojs/ajer.v55i3.55326","title":"Expanding Knowledge Systems in Teacher Education: Introduction","year":2010,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Digital literacy in education","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Mathematics education; Knowledge level; Educational research; Medical education; Pedagogy; Medicine","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":[0.002137727,0.0001075821,0.0001612476,0.001158317,0.0001249163,0.000543952,0.001131593,0.0000773304,0.0008695084],"category_scores_gemma":[0.008034273,0.00009935078,0.00005546878,0.001294436,0.00009304168,0.002286265,0.0001081095,0.0008982901,0.0003742049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003290241,"about_ca_system_score_gemma":0.003869346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003215476,"about_ca_topic_score_gemma":0.0002491501,"domain_scores_codex":[0.9979551,0.0002536025,0.0006169805,0.0002712095,0.0005764157,0.0003266921],"domain_scores_gemma":[0.9931773,0.004598692,0.0002224797,0.0004810064,0.001307135,0.0002133981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000231054,0.003589159,0.04998064,0.00007025391,0.0000239102,5.431401e-7,0.006758126,0.00004848856,0.004460887,0.7938915,0.1089709,0.03218248],"study_design_scores_gemma":[0.0006309358,0.0002927092,0.11471,0.0003502917,0.00001146501,0.001607824,0.002599029,0.001188602,0.001172651,0.02375676,0.8531774,0.0005023514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8272629,0.001053985,0.0001159217,0.0318368,0.01268566,0.0002412075,3.800576e-7,0.000001947272,0.1268012],"genre_scores_gemma":[0.9392717,0.00001578401,0.001571125,0.00002711599,0.005078004,0.00004350707,0.000005818854,0.00001176434,0.05397516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7701347,"threshold_uncertainty_score":0.9618356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04035056481357668,"score_gpt":0.4075226657334899,"score_spread":0.3671721009199132,"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."}}