{"id":"W7109511469","doi":"10.59350/j2qf0-y5t85","title":"OAEvolution: Trends in Open Access and Scholarly Communications","year":2019,"lang":"","type":"article","venue":"","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Scholarly communication; Event (particle physics); Access to information; Information access; Public access","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":[0.006110901,0.000475943,0.0005195192,0.01301171,0.003163978,0.02187609,0.001526637,0.003139117,0.07420594],"category_scores_gemma":[0.02087229,0.0004106266,0.0004310008,0.02131827,0.003985683,0.01402329,0.004912979,0.004673989,0.03178184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006440576,"about_ca_system_score_gemma":0.007082657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01934455,"about_ca_topic_score_gemma":0.03325115,"domain_scores_codex":[0.9929127,0.0006764947,0.0005770319,0.0007852285,0.003973622,0.001074929],"domain_scores_gemma":[0.9568534,0.007821885,0.005856243,0.001830415,0.01306158,0.0145764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00007241229,0.00005316158,0.006228713,0.0007043925,0.00001163677,0.0001209135,0.002082416,0.00005453773,0.0007997936,0.04169047,0.6693481,0.2788334],"study_design_scores_gemma":[0.000001524473,0.00001247429,0.007382255,0.000163155,0.000001859318,0.00007864674,0.0008213699,0.00003057075,0.0001039059,0.0007492843,0.9906428,0.0000121102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02246844,0.1475297,0.002734024,0.3700829,0.0232093,0.0001495091,0.01096366,0.004938205,0.4179243],"genre_scores_gemma":[0.1396692,0.1460537,0.007440902,0.04199632,0.02318825,0.0001756026,0.01728582,0.003176956,0.6210133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9984733,"threshold_uncertainty_score":0.2482436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201270208038556,"score_gpt":0.3928781589873397,"score_spread":0.1916079509487837,"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."}}