{"id":"W4384696266","doi":"10.21432/cjlt28496","title":"Editorial Volume 49 Issue 1","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Transformational leadership; Educational technology; Transformative learning; Distance education; Technology integration; Higher education; Sociology; Pedagogy; Political science; Mathematics education; Public relations; Psychology","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":[0.000737416,0.00003263449,0.00007252367,0.0004250606,0.0005586406,0.00004915462,0.0001021048,0.000114746,0.0004400148],"category_scores_gemma":[0.0009482743,0.00003350982,0.00001483406,0.0004987252,0.0001557341,0.00007211663,0.000006731873,0.0004004227,0.0001571875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005682206,"about_ca_system_score_gemma":0.0007611077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003392234,"about_ca_topic_score_gemma":0.006704642,"domain_scores_codex":[0.9994776,0.0000729665,0.0001025192,0.00005239838,0.00009539202,0.0001991094],"domain_scores_gemma":[0.9995059,0.00004514347,0.00007944391,0.0000325953,0.000129551,0.0002073582],"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":[0.000001358249,0.000002613683,0.07110981,0.000002297428,0.00001584985,0.000031377,0.004655463,0.00001515827,0.00002196347,0.004279449,0.8907966,0.02906805],"study_design_scores_gemma":[0.00006907175,0.00004909094,0.0004378138,0.000007508421,0.000005332924,0.000005451874,0.01915386,0.000002058389,0.000002829303,0.0007222731,0.9795093,0.00003538837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5670361,0.001395038,0.00004566692,0.2331194,0.1600988,0.00012549,0.000002746928,0.0002188387,0.03795784],"genre_scores_gemma":[0.9651667,0.0003106999,0.00006994665,0.00002115097,0.01772849,0.000001208992,6.202127e-7,0.000005775411,0.01669541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3981306,"threshold_uncertainty_score":0.5128065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574162998299521,"score_gpt":0.3091383981858168,"score_spread":0.2933967682028216,"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."}}