{"id":"W7093087410","doi":"10.5281/zenodo.17402445","title":"Prioritizing sustainable and equitable open access infrastructure: Closing the SFU Library Open Access Fund","year":2025,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"German Literature and Culture Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Closing (real estate); Publication; Sustainability; Work (physics); Operating budget; Trust fund","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":[0.07249846,0.001058042,0.001208252,0.009539844,0.005880779,0.0210102,0.003696678,0.01183919,0.003867616],"category_scores_gemma":[0.1432081,0.0004939314,0.001162063,0.008390203,0.007390641,0.02503184,0.007876703,0.008839414,0.001309306],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02677743,"about_ca_system_score_gemma":0.1003728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03874104,"about_ca_topic_score_gemma":0.06006427,"domain_scores_codex":[0.9627162,0.01154906,0.003184206,0.001516463,0.01756924,0.003464829],"domain_scores_gemma":[0.8515376,0.06217482,0.01104923,0.003534926,0.06120744,0.01049608],"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":[0.00005815511,0.0000475407,0.001102818,0.01017908,0.0001135793,0.0003146442,0.004281371,0.0005298758,0.0006041015,0.2082066,0.2819048,0.4926574],"study_design_scores_gemma":[0.000008644837,0.00003889953,0.001231161,0.01222925,0.00006219673,0.0001491628,0.002304184,0.0001187515,0.0005201345,0.01241303,0.9708884,0.00003629598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002654288,0.545691,0.003433563,0.4127309,0.01981627,0.00009296725,0.000130116,0.000156036,0.01529481],"genre_scores_gemma":[0.09986557,0.7284932,0.02226917,0.1194638,0.01687344,0.0004437175,0.0004648962,0.0002683205,0.01185795],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9963033,"threshold_uncertainty_score":0.3834131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051626433332791,"score_gpt":0.2921621365791262,"score_spread":0.2516458722457983,"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."}}