{"id":"W4413944296","doi":"10.18357/otessaj.2024.4.3.82","title":"Design Case for Open Education Practice","year":2025,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Thompson Rivers University","funders":"Social Sciences and Humanities Research Council of Canada; Thompson Rivers University","keywords":"Open education; Computer science; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01001521,0.0001448848,0.0002086354,0.0002159685,0.001869051,0.003664293,0.002383903,0.0002986172,0.00001532799],"category_scores_gemma":[0.003423597,0.0001293807,0.00005903706,0.001465688,0.0000512339,0.004127985,0.0006329839,0.001215666,0.00001074518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007020998,"about_ca_system_score_gemma":0.004177121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004633594,"about_ca_topic_score_gemma":0.00001065979,"domain_scores_codex":[0.9978518,0.0008412776,0.0004753382,0.0003534485,0.0001774404,0.0003006382],"domain_scores_gemma":[0.9967686,0.001114254,0.0006940701,0.0003716673,0.0009781006,0.00007330527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005436342,0.001202307,0.02378177,0.00002286101,0.0001946237,0.000002824596,0.01063914,0.0001000538,0.0001576144,0.6718844,0.08421552,0.2077445],"study_design_scores_gemma":[0.002529478,0.0001924388,0.009203078,0.000287975,0.0001438053,0.002143214,0.2060473,0.001837218,0.0005764922,0.4300552,0.3464166,0.0005672375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05196046,0.003638152,0.1173263,0.8017847,0.005830138,0.004198721,0.00000206949,0.000136964,0.0151225],"genre_scores_gemma":[0.7079186,0.001263934,0.261069,0.01790184,0.000190731,0.0008679692,0.000007535436,0.00001848505,0.01076181],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7838829,"threshold_uncertainty_score":0.9994304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03551943371276421,"score_gpt":0.3830597272324465,"score_spread":0.3475402935196823,"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."}}