{"id":"W7093097367","doi":"10.5281/zenodo.17409041","title":"Advancing open scholarship at Simon Fraser University","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; General partnership; Champion; Open education; Engaged scholarship; Digital scholarship; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008278797,0.00008941203,0.00009702275,0.0002180634,0.003374021,0.001797449,0.003377496,0.00004331394,0.004441784],"category_scores_gemma":[0.000539839,0.0001048704,0.00002933875,0.001022563,0.00005153558,0.001246638,0.00641715,0.0002762127,0.006294693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003552874,"about_ca_system_score_gemma":0.00001471216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002269408,"about_ca_topic_score_gemma":0.00000309795,"domain_scores_codex":[0.9985707,0.0004202923,0.0001248553,0.0004107827,0.0001928348,0.0002804928],"domain_scores_gemma":[0.9989232,0.00003397654,0.00006625694,0.0004878392,0.0003443163,0.0001444496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009449253,0.0002640928,0.0004842441,0.00006392594,0.00005915716,0.00003050426,0.001640381,0.0004593661,0.002302929,0.2342471,0.543217,0.2171368],"study_design_scores_gemma":[0.0003759285,0.00004979094,0.002133496,0.00003023416,0.000004043056,0.0000024673,0.001172429,0.0007908887,0.0005024666,0.0003041287,0.99452,0.0001141331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0306025,0.00003242195,0.03316887,0.005447979,0.0002603503,0.0004460831,0.00001103638,0.0008909951,0.9291398],"genre_scores_gemma":[0.9740352,0.00004694587,0.003333013,0.000652928,0.00003641334,1.197573e-8,0.000175208,0.0002618331,0.02145845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9434327,"threshold_uncertainty_score":0.9992388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819359770321727,"score_gpt":0.269432448761065,"score_spread":0.2412388510578478,"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."}}