{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01825802,0.001143642,0.0008732774,0.004237609,0.01134369,0.01436576,0.001562195,0.004386774,0.05325902],"category_scores_gemma":[0.03668898,0.0005358451,0.000481125,0.003909502,0.007069812,0.006309872,0.008356975,0.005869416,0.01915516],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01976839,"about_ca_system_score_gemma":0.04928813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1423716,"about_ca_topic_score_gemma":0.2187471,"domain_scores_codex":[0.9831324,0.003581461,0.0005711895,0.001719359,0.009025481,0.001970022],"domain_scores_gemma":[0.9663633,0.006591985,0.0009501193,0.002758915,0.01116348,0.01217215],"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":[0.00007359571,0.00005375337,0.001027227,0.0002613104,0.00001624342,0.0006247961,0.002486659,0.001320238,0.0007949925,0.2365164,0.5862294,0.1705955],"study_design_scores_gemma":[0.00001020353,0.00001181628,0.0003333485,0.0002439974,0.000003311785,0.0001120846,0.0005678314,0.00059803,0.0005829445,0.02948796,0.9680101,0.00003827445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01169326,0.02680101,0.0430206,0.29029,0.01508432,0.0002641702,0.001336829,0.006038837,0.6054711],"genre_scores_gemma":[0.2484663,0.05346736,0.0945056,0.01636118,0.005692397,0.0003208944,0.002470921,0.003172351,0.575543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9984378,"threshold_uncertainty_score":0.2830858,"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."}}