{"id":"W4417178996","doi":"10.56230/osotl.174","title":"Editorial: oSoTL 5(1)","year":2025,"lang":"","type":"article","venue":"Open Scholarship of Teaching and Learning","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Theme (computing); Institution; Higher education; Cover (algebra)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009559982,0.0002313845,0.0004143373,0.0001368441,0.001677097,0.004887013,0.002055509,0.0002227477,0.00002961016],"category_scores_gemma":[0.005221745,0.0002440157,0.0001220854,0.000411215,0.0001354852,0.003014647,0.001960177,0.003684102,0.00002171985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006344078,"about_ca_system_score_gemma":0.0005848486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004018229,"about_ca_topic_score_gemma":0.000003225063,"domain_scores_codex":[0.9964072,0.00167011,0.0005134768,0.0006416019,0.000412423,0.0003552407],"domain_scores_gemma":[0.9981228,0.0006540386,0.0003120161,0.0005214625,0.0002107505,0.0001789864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003092864,0.0003076187,0.02025375,0.0001857842,0.0001279827,0.000001026686,0.01818084,0.0001342455,0.0002610705,0.1453705,0.04177109,0.7733752],"study_design_scores_gemma":[0.0008394365,0.0001613105,0.009622445,0.001026548,0.00004116705,0.000002691852,0.003816725,0.001836281,0.00007923087,0.004629488,0.9775832,0.0003614447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1899948,0.003162909,0.02012693,0.01098443,0.1456667,0.0008716515,0.000004377272,0.0002100571,0.6289782],"genre_scores_gemma":[0.949165,0.00007370831,0.01110251,0.0006321386,0.003289014,0.00000752254,0.000003371332,0.00001429481,0.03571242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9358121,"threshold_uncertainty_score":0.9996226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503556600082964,"score_gpt":0.3491457737361709,"score_spread":0.3241102077353413,"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."}}