{"id":"W4388962786","doi":"10.6575/jila.2017.91.05","title":"A Study of Open Access Development and Implementation in Campus: Taking University of California System, Queensland University of Technology and University of Calgary as Examples","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open university; Engineering; Library science; Engineering management; Sociology; Computer science; Distance education; Pedagogy","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":[0.01285244,0.0002118403,0.0004556368,0.00281914,0.01237888,0.01081078,0.001835947,0.001419715,0.003188302],"category_scores_gemma":[0.02406984,0.0005298758,0.0003801483,0.006335928,0.01079285,0.006786299,0.007155831,0.003562536,0.0002712542],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03177029,"about_ca_system_score_gemma":0.0367464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.206597,"about_ca_topic_score_gemma":0.2545658,"domain_scores_codex":[0.9844484,0.006911098,0.0006100253,0.001102046,0.003383497,0.00354497],"domain_scores_gemma":[0.960802,0.0188517,0.004257754,0.00166248,0.006216642,0.008209345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001531852,0.001768298,0.1728338,0.0005552416,0.0000607927,0.001660119,0.6241053,0.001032974,0.001384497,0.09773575,0.006100073,0.09260992],"study_design_scores_gemma":[0.00003856679,0.0006286586,0.1963345,0.0003285435,0.0000332964,0.0002505616,0.7508917,0.000655961,0.000746985,0.002226406,0.04777744,0.00008740643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693684,0.0006028282,0.0009070325,0.002575929,0.00002957069,0.000174343,0.00004997247,0.00002063243,0.02627127],"genre_scores_gemma":[0.9948941,0.0004776329,0.001172199,0.0002292567,0.00001055857,0.00007100462,0.00003032994,0.0000102729,0.003104642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9981641,"threshold_uncertainty_score":0.4107889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2991822236307846,"score_gpt":0.5508655324628325,"score_spread":0.2516833088320479,"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."}}