{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0006042184,0.0001867377,0.0002466217,0.0009107008,0.001933564,0.009719148,0.004117614,0.0001392685,0.002975842],"category_scores_gemma":[0.00008269023,0.0002038706,0.00008458962,0.0005947723,0.0002796802,0.01739977,0.003101696,0.0005545229,0.00002668295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000264074,"about_ca_system_score_gemma":0.00009793323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008373734,"about_ca_topic_score_gemma":0.01855123,"domain_scores_codex":[0.9986513,0.0003204106,0.000130191,0.0003532426,0.0002174087,0.0003274762],"domain_scores_gemma":[0.998594,0.0001121942,0.0002905831,0.0005708428,0.0001696702,0.0002626462],"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":[0.0003911659,0.0002066059,0.02589205,0.00001812055,0.0002205298,0.0001055384,0.07291286,0.000005679786,0.00002420538,0.6212194,0.264311,0.0146929],"study_design_scores_gemma":[0.0007512498,0.00004236931,0.01188164,0.00006325627,0.00007422785,0.000006206736,0.01894024,0.00002311162,0.00001136249,0.0005689078,0.9673464,0.0002909987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07882577,0.00035236,0.00005067971,0.004038926,0.0002998733,0.0001133967,0.00004562017,0.000178385,0.916095],"genre_scores_gemma":[0.769058,0.0002001137,0.0003924889,0.0001731722,0.00011888,1.778497e-7,0.00003226496,0.00001749479,0.2300074],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7030355,"threshold_uncertainty_score":0.9993658,"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."}}