{"id":"W3216239116","doi":"10.19173/irrodl.v22i4.5745","title":"How Are We Doing with Open Education Practice Initiatives? Applying an Institutional Self-Assessment Tool in Five Higher Education Institutions","year":2021,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; University of British Columbia; Royal Roads University; Kwantlen Polytechnic University; Vancouver Community College","funders":"","keywords":"Openness to experience; Higher education; Institution; Public relations; Open education; Political science; Sociology; Institutional change; Institutional research; Appreciative inquiry; Pedagogy; Public administration; Psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007004563,0.0001008172,0.0001969683,0.0001814474,0.0007760728,0.001254234,0.001006521,0.00005130431,0.0001324191],"category_scores_gemma":[0.004346946,0.00008323514,0.00001975595,0.001377994,0.0002719692,0.005176347,0.000558047,0.0008089759,0.000003221564],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142209,"about_ca_system_score_gemma":0.01359108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003582857,"about_ca_topic_score_gemma":0.001065229,"domain_scores_codex":[0.9952258,0.002972389,0.0003141752,0.0003564162,0.0009148498,0.0002163169],"domain_scores_gemma":[0.9961549,0.001397384,0.0004217574,0.0002134071,0.001742863,0.00006969803],"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":[0.0001120325,0.001918457,0.07469213,0.0004943951,0.00006547581,0.00001107744,0.003826455,0.0003062452,0.00002643658,0.8466509,0.0004554137,0.07144098],"study_design_scores_gemma":[0.0004878444,0.00005745767,0.07933787,0.009024559,0.00002359112,0.00002128175,0.1076484,0.000100262,0.00001422567,0.005098373,0.7980295,0.0001565966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08638617,0.01674985,0.001100214,0.3062437,0.0009230085,0.005532918,0.0000411416,0.00003096622,0.582992],"genre_scores_gemma":[0.9512813,0.03715083,0.008576241,0.0005936637,0.0001655867,0.001155353,0.0002873414,0.000007795981,0.0007818564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8648952,"threshold_uncertainty_score":0.9997826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1522681638599641,"score_gpt":0.5607888151071525,"score_spread":0.4085206512471884,"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."}}