{"id":"W3113707496","doi":"10.21432/cjlt27944","title":"Institutional Perspectives on Faculty Development for Digital Education in Canada","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Royal Roads University","funders":"","keywords":"Higher education; Professional development; Faculty development; Work (physics); Sociology; Public relations; Pedagogy; Medical education; Political science; Engineering","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":[0.0001061415,0.00003024242,0.00005468715,0.0001308868,0.0002793702,0.00003008196,0.00005856072,0.00002881981,0.000031949],"category_scores_gemma":[0.0006718926,0.00003065396,0.000006883223,0.0001464661,0.00005499845,0.00007172988,0.000002558208,0.0001847959,0.000001135622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006011456,"about_ca_system_score_gemma":0.02422146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2400406,"about_ca_topic_score_gemma":0.8774491,"domain_scores_codex":[0.9996671,0.0000153705,0.00009571731,0.0000572935,0.00006085634,0.0001036254],"domain_scores_gemma":[0.9996394,0.00002810381,0.00005952827,0.00001167727,0.00009936175,0.0001619584],"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":[0.00001408489,0.00002827924,0.4743437,0.00001120395,0.00003098171,0.00001915071,0.04544602,0.0002876009,0.000005630342,0.0813277,0.005865143,0.3926205],"study_design_scores_gemma":[0.00008746517,0.00003372286,0.004324303,0.0000142659,0.00000128227,0.000002769396,0.1553803,0.000003127748,0.000005559295,0.0001133816,0.8399996,0.00003424436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568374,0.0003498207,0.00009336835,0.03948835,0.0001684909,0.00005733503,0.000002469312,0.00000418173,0.00299857],"genre_scores_gemma":[0.9992348,0.00001896624,0.0003750627,0.00007721979,0.00005811233,0.000002588529,0.00000210955,0.000001911694,0.0002292322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8341345,"threshold_uncertainty_score":0.9813103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050108570229181,"score_gpt":0.3051146145064115,"score_spread":0.2746135288041197,"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."}}