{"id":"W4213131350","doi":"10.1038/s41562-021-01269-4","title":"A community-sourced glossary of open scholarship terms","year":2022,"lang":"en","type":"article","venue":"Nature Human Behaviour","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Toronto; Baycrest Hospital; Université de Montréal","funders":"Universitätsklinikum Hamburg-Eppendorf; Leibniz-Gemeinschaft; Economic and Social Research Council; Conseil Régional des Pays de la Loire; Université de Nantes; Julius-Maximilians-Universität Würzburg; Universität zu Köln; School of Psychology, Cardiff University; Universiteit van Tilburg; Universidad Rey Juan Carlos; Universität Mannheim; Universität des Saarlandes; Universitetet i Oslo; Temple University; Universidad Autónoma de Madrid; University of Greenwich; Universität Wien; Royal Commission for Jubail and Yanbu; Lunds Universitet; Taibah University; University of Stirling; Rotman Research Institute, Baycrest; Université de Genève; University of Surrey; Erasmus Universiteit Rotterdam; Gottfried Wilhelm Leibniz Universität Hannover; Koninklijke Nederlandse Akademie van Wetenschappen; Cardiff University; Macquarie University; University of Toronto; University of New South Wales; University of East London; University of Brighton; University of Glasgow; Eötvös Loránd Tudományegyetem; Georg-August-Universität Göttingen; Oxford Brookes University; Deutsche Forschungsgemeinschaft; University of Leeds; Alzheimer Society; Vanderbilt University; Middlesex University; London School of Economics and Political Science; Arcadia Fund; University of Southampton; Manchester Metropolitan University; University College London; Aston University; Queen Mary University of London; University of Oxford; Neuroscience Research Australia; Alexander von Humboldt-Stiftung; Bournemouth University; Queen's University; Department for the Economy; Keele University; North Carolina State University; University of Chester; Univerzita Karlova v Praze; University of Sussex; Queen's University Belfast","keywords":"Glossary; Scholarship; Open education; Open research; Sociology; Computer science; Library science; Data science; World Wide Web; Political science; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001990128,0.00007127097,0.0001206397,0.0001055091,0.003191753,0.0001918617,0.001429014,0.0001352373,0.001829509],"category_scores_gemma":[0.0001567132,0.00008088543,0.00004253283,0.0005967364,0.0001259161,0.000314174,0.0003932219,0.001482261,0.000005345006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151498,"about_ca_system_score_gemma":0.0002681384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877611,"about_ca_topic_score_gemma":0.002439858,"domain_scores_codex":[0.9977494,0.001286861,0.0001788975,0.0001227095,0.0005105855,0.0001515681],"domain_scores_gemma":[0.9992326,0.00004766223,0.0001556061,0.0003376725,0.0001595423,0.00006694363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006449752,0.001920535,0.4855976,0.00001580132,0.00002769612,0.000006513435,0.1211043,0.00001090618,0.004191489,0.3278929,0.05601236,0.003155363],"study_design_scores_gemma":[0.0008329205,0.0001940988,0.662362,0.00002318775,0.00004757836,0.000002525508,0.08685283,6.360275e-7,0.0006415402,0.01561382,0.2331089,0.0003198658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369187,0.00007294028,7.311546e-7,0.001708472,0.0004620957,0.0003622942,0.00003022389,0.00004314192,0.06040144],"genre_scores_gemma":[0.9909517,0.000001659029,0.0001277343,0.0007673347,0.0001091458,0.00007514453,0.0000821058,0.00001103652,0.00787416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3122791,"threshold_uncertainty_score":0.999083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06389206338457588,"score_gpt":0.4437298293196369,"score_spread":0.379837765935061,"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."}}