{"id":"W6894321223","doi":"10.5683/sp3/7tovio","title":"Faculty attitudes towards Open Access publishing at Brock University and Wilfrid Laurier University","year":2015,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Guelph; Brock University","funders":"","keywords":"Publishing; Qualitative research; Open university; Electronic publishing; Access to information","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.005175933,0.0003522433,0.0005387808,0.005975842,0.001355795,0.002368794,0.001092674,0.0006740887,0.01976047],"category_scores_gemma":[0.02242776,0.0004098149,0.0003639844,0.01116122,0.0005128229,0.00235473,0.002226023,0.0008430796,0.008089034],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006074188,"about_ca_system_score_gemma":0.006504177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1565875,"about_ca_topic_score_gemma":0.2485599,"domain_scores_codex":[0.9954908,0.0008007686,0.0006320833,0.0004990401,0.001893443,0.0006838851],"domain_scores_gemma":[0.9785583,0.006094106,0.003358037,0.001548183,0.007697143,0.002744272],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000583184,0.0002141585,0.1538513,0.001669795,0.00006121938,0.0001420623,0.02044923,0.0003341666,0.0008082034,0.002600223,0.7651512,0.0541352],"study_design_scores_gemma":[0.00005670987,0.00004700885,0.5844201,0.0007176143,0.00002816207,0.00009514849,0.02384385,0.0001957078,0.0008085562,0.0003877929,0.3893088,0.00009041063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1029644,0.0004860591,0.0003681381,0.001090573,0.00005448586,0.0001902048,0.8727202,0.0003116544,0.02181413],"genre_scores_gemma":[0.1892734,0.0008913681,0.002493918,0.0006146118,0.00005328692,0.002055624,0.7716423,0.0002465558,0.03272891],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9989073,"threshold_uncertainty_score":0.3113521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015015802399926,"score_gpt":0.3383772154164563,"score_spread":0.2368756351764637,"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."}}