{"id":"W2887247001","doi":"","title":"The Open Library at AU: Supporting Open Access and Open Educational Resources","year":2015,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Open education; Business; World Wide Web; Computer science","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":"empirical","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":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.000728723,0.00013225,0.0001601894,0.0001255739,0.001363718,0.01104608,0.0155251,0.00004518118,0.0002682171],"category_scores_gemma":[0.0001541899,0.0001149457,0.00002539973,0.0007026616,0.00009926684,0.01551044,0.04282205,0.0001643932,0.00009643585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821645,"about_ca_system_score_gemma":0.001482289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003748778,"about_ca_topic_score_gemma":0.001594119,"domain_scores_codex":[0.9986117,0.0002608299,0.0001307179,0.0004884002,0.0001946826,0.0003136367],"domain_scores_gemma":[0.9985113,0.0002915078,0.0002332841,0.0005248734,0.00008814067,0.0003509273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001039483,0.0001272063,0.187242,0.000008708506,0.00005507694,0.00002371815,0.01710425,0.00003061351,0.00001452463,0.4136283,0.3759443,0.005717432],"study_design_scores_gemma":[0.0006137561,0.00005567908,0.03168805,0.00002712551,0.00000828799,0.00001577624,0.01168854,0.000244515,0.0001062666,0.002182498,0.9531537,0.0002157788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1128927,0.00003503983,0.0001560084,0.08618909,0.0003639791,0.0006694995,0.000002907619,0.00005132402,0.7996394],"genre_scores_gemma":[0.4860331,0.00003969787,0.007013837,0.0008542017,0.00009580404,0.000006714426,0.00001919987,0.00001805591,0.5059193],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5772095,"threshold_uncertainty_score":0.9999363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05826600624594785,"score_gpt":0.3265462655149584,"score_spread":0.2682802592690106,"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."}}