{"id":"W350340533","doi":"","title":"Publishing Trends and Open Access Journals at York University","year":2011,"lang":"en","type":"article","venue":"YorkSpace (York University)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Library science; Media studies; Political science; World Wide Web; Computer science; Sociology; 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":[{"model":"gemma","categories":["metaresearch","bibliometrics","scholarly_communication"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics","scholarly_communication","open_science"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002361038,0.0001383961,0.0003658971,0.01234391,0.003331909,0.007996913,0.0006757701,0.0008022873,0.03792221],"category_scores_gemma":[0.0279281,0.0002358854,0.0002259556,0.03406848,0.001222813,0.007010103,0.001521162,0.001514959,0.004044924],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005793895,"about_ca_system_score_gemma":0.006476848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1449947,"about_ca_topic_score_gemma":0.2588599,"domain_scores_codex":[0.9957778,0.0003661277,0.0005080604,0.0003089844,0.002438685,0.0006002903],"domain_scores_gemma":[0.942845,0.01071972,0.01556496,0.001132954,0.01789331,0.01184404],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002860187,0.0002219143,0.7435596,0.0005211837,0.00006224141,0.0004492559,0.01580021,0.0001412828,0.0009056784,0.01858507,0.09261601,0.1268515],"study_design_scores_gemma":[0.00001525807,0.00005653516,0.9151264,0.0002568117,0.00001985947,0.0003795481,0.01107007,0.0001133383,0.0003361824,0.001001857,0.07157596,0.00004810792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8317062,0.02464699,0.0002857042,0.02867844,0.000754224,0.00006020703,0.01222057,0.0001990847,0.1014486],"genre_scores_gemma":[0.9049079,0.020749,0.0005900082,0.001377666,0.001065119,0.00006805322,0.006422292,0.0001971015,0.06462276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9976389,"threshold_uncertainty_score":0.2883015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2421732160423409,"score_gpt":0.282328559418204,"score_spread":0.04015534337586313,"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."}}