{"id":"W4412620839","doi":"10.59350/nzv9c-x5t98","title":"New White Paper: Canadian Universities and Sustainable Publishing","year":2016,"lang":"en","type":"preprint","venue":"","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; White paper; White (mutation); Library science; Political science; Regional science; Geography; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007416106,0.001059217,0.000936046,0.004716768,0.01828596,0.02734625,0.002679999,0.008920649,0.07140747],"category_scores_gemma":[0.02442642,0.0006258806,0.000851467,0.01144066,0.007416123,0.008066645,0.004066332,0.006683781,0.01306264],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08678481,"about_ca_system_score_gemma":0.2203664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9288194,"about_ca_topic_score_gemma":0.9635039,"domain_scores_codex":[0.9809537,0.0006602132,0.0004748039,0.00116234,0.01463165,0.002117376],"domain_scores_gemma":[0.9722494,0.002406711,0.0006248277,0.001616601,0.01792123,0.005181192],"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":[0.000007662373,0.00000437503,0.0001066545,0.00004033836,0.000002928982,0.00002349696,0.0002281937,0.00001972973,0.00003274716,0.03828999,0.9535621,0.007681863],"study_design_scores_gemma":[0.000002086546,0.000001083823,0.0003895541,0.00004526442,0.000002633607,0.000009149573,0.0002312519,0.00001909586,0.0000546526,0.001788099,0.997447,0.00001019472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001575808,0.01964118,0.001034252,0.3821436,0.04282211,0.0001439159,0.006589895,0.0004604059,0.5455887],"genre_scores_gemma":[0.02576089,0.01792996,0.002408781,0.0425416,0.006673591,0.00007005766,0.003884672,0.0007551637,0.8999754],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.99732,"threshold_uncertainty_score":0.6296709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413963340517327,"score_gpt":0.2297042815852242,"score_spread":0.2155646481800509,"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."}}