{"id":"W6911968354","doi":"10.5281/zenodo.15176862","title":"UOttawa Open Access Toolkit","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Access to information; Data access; Information access; Key (lock); Publishing; Public access","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.006224008,0.001565216,0.002056945,0.007152975,0.004938784,0.01369337,0.005327452,0.002923461,0.2329064],"category_scores_gemma":[0.02300499,0.00396675,0.001169209,0.01202522,0.001989605,0.01146325,0.006555495,0.003631784,0.2769443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006474771,"about_ca_system_score_gemma":0.02563756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1638206,"about_ca_topic_score_gemma":0.3151202,"domain_scores_codex":[0.9932882,0.00135859,0.001081107,0.000721143,0.002765085,0.0007858541],"domain_scores_gemma":[0.9753789,0.005376422,0.000870512,0.006565871,0.009532041,0.002276242],"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":[0.0001667148,0.00004399891,0.0001884948,0.0004873402,0.00001382937,0.0001292816,0.000697223,0.0001610017,0.001326978,0.01473041,0.8424706,0.139584],"study_design_scores_gemma":[0.000007808407,0.000004501832,0.0002144234,0.0001515175,0.00000503138,0.00005227935,0.0001376305,0.00007980031,0.0004385583,0.002389645,0.9964849,0.00003388645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001731689,0.006707976,0.1196949,0.005510939,0.001237761,0.001615406,0.08473443,0.1583337,0.6204332],"genre_scores_gemma":[0.008922846,0.007466118,0.1928617,0.002345887,0.0002517859,0.003052191,0.06696843,0.0464059,0.6717252],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9946725,"threshold_uncertainty_score":0.7791497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1952824720847582,"score_gpt":0.4475338067158395,"score_spread":0.2522513346310812,"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."}}