{"id":"W7017740980","doi":"","title":"Canada's new Open Access policy: Integrating libraries into open scholarship","year":2016,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Scholarship; Key (lock); Access to information; The Internet","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication","open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication","open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.006654322,0.0007708244,0.00103682,0.005140499,0.01850622,0.02579214,0.004636654,0.0189291,0.09598307],"category_scores_gemma":[0.02777039,0.001568621,0.001334547,0.006954414,0.006323056,0.006502566,0.008252766,0.01002923,0.02018335],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1124088,"about_ca_system_score_gemma":0.3888974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818032,"about_ca_topic_score_gemma":0.9941269,"domain_scores_codex":[0.9816095,0.0007672334,0.0005055295,0.0006949294,0.01206658,0.00435631],"domain_scores_gemma":[0.9721362,0.002832009,0.0004410363,0.002106466,0.01361027,0.008873953],"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":[0.00003380526,0.00007793884,0.0007097038,0.0001059544,0.000008915111,0.000119261,0.000829035,0.0002008144,0.000172278,0.1399997,0.8373908,0.02035184],"study_design_scores_gemma":[0.0000216059,0.000008135523,0.003232699,0.000156626,0.00001323673,0.00003585814,0.0007551625,0.0002184824,0.0002812396,0.00659397,0.988627,0.00005588491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00435861,0.002681822,0.001750793,0.05382759,0.001537416,0.0003684997,0.007998582,0.001430754,0.9260458],"genre_scores_gemma":[0.02022434,0.001087147,0.002561787,0.01275249,0.0002435103,0.0001431338,0.001272696,0.000575032,0.96114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9953634,"threshold_uncertainty_score":0.8155869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566644806344068,"score_gpt":0.2557874426181428,"score_spread":0.2301209945547021,"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."}}