{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01164306,0.0009774817,0.0006205912,0.002080664,0.01330561,0.01319388,0.003185689,0.009554313,0.02525136],"category_scores_gemma":[0.0186858,0.0006010059,0.001254111,0.001723801,0.01778715,0.01043409,0.01702224,0.006705636,0.004580062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005580629,"about_ca_system_score_gemma":0.007179165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751767,"about_ca_topic_score_gemma":0.005132759,"domain_scores_codex":[0.9762272,0.01531072,0.0007795841,0.001911586,0.003444183,0.002326824],"domain_scores_gemma":[0.9855307,0.007747951,0.0008590898,0.002112275,0.001271051,0.002478915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009603201,0.0004213564,0.002525812,0.0004395228,0.00001845083,0.02638932,0.1246964,0.001015848,0.0008665954,0.7634555,0.02435496,0.05572009],"study_design_scores_gemma":[0.00006823087,0.0001695724,0.0005723114,0.001061177,0.00001856628,0.01673349,0.07357612,0.001496464,0.0007793753,0.1312672,0.7742093,0.00004824101],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08737697,0.002526815,0.1688195,0.0521453,0.002070627,0.001622545,0.0001869293,0.0004355754,0.6848158],"genre_scores_gemma":[0.69973,0.001491084,0.1081091,0.009311576,0.0003739843,0.00206536,0.0001607319,0.0002758937,0.1784822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9968143,"threshold_uncertainty_score":0.08447421,"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."}}