{"id":"W7093090513","doi":"10.5281/zenodo.17409040","title":"Advancing open scholarship at Simon Fraser University","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Libraries and Information Services","field":"Arts and Humanities","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":[0.01923629,0.001187431,0.000916308,0.004467954,0.01285648,0.01631713,0.001620662,0.004430783,0.06277205],"category_scores_gemma":[0.03845501,0.0005603405,0.0005016456,0.004225588,0.007670174,0.006362401,0.008902973,0.006191549,0.02273089],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02236617,"about_ca_system_score_gemma":0.05836383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1717858,"about_ca_topic_score_gemma":0.2678514,"domain_scores_codex":[0.9814082,0.003934847,0.0006368718,0.001815298,0.01018042,0.002024371],"domain_scores_gemma":[0.9635482,0.007218823,0.001004012,0.002972042,0.01222512,0.01303184],"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":[0.00006429705,0.00004910199,0.0009092523,0.0002656006,0.00001573647,0.0006219363,0.002702765,0.001017013,0.0006692045,0.2043189,0.6353338,0.1540324],"study_design_scores_gemma":[0.000007874186,0.000009734679,0.0002902913,0.0002492951,0.000002870363,0.0000999894,0.0006162413,0.0004125029,0.0004572807,0.02225027,0.9755709,0.00003281199],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009438338,0.02651545,0.03200964,0.2754664,0.01523943,0.0002559671,0.001435874,0.005330398,0.6343086],"genre_scores_gemma":[0.2049448,0.05454981,0.07923612,0.01764298,0.005487381,0.0003201331,0.002570326,0.003260492,0.6319879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9983793,"threshold_uncertainty_score":0.3415717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397046947290379,"score_gpt":0.2322991817155055,"score_spread":0.1925944869864676,"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."}}