{"id":"W1946498102","doi":"10.5334/csci.68","title":"Knowledge Unlatched: A Global Library Consortium Model for Funding Open Access Scholarly Books","year":2014,"lang":"en","type":"article","venue":"Cultural Science Journal","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Denver; University of Illinois at Urbana-Champaign; Universidade do Minho; Connaught Fund; Tartu Ülikool; Uppsala Universitet; University of Toronto; Vrije Universiteit Amsterdam; Universiteit Utrecht; University of South Australia; University of North Carolina at Chapel Hill; University of Wollongong; Rijksuniversiteit Groningen; Queensland University of Technology; University of the West of Scotland; Victoria University of Wellington; University of Colorado Boulder; University of Westminster; University of Birmingham; University of East London; University of Glasgow; University of California, Irvine; University of Leeds; Washington State University; University of Leicester; Webster University; University of Bristol; University of Nottingham; University of South Alabama; University of Bedfordshire; University of St Andrews; Williams College; University of Montevallo; University of Southern Queensland; University of Melbourne; Ulster University; York St John University; Washington University in St. Louis; University of Winchester; Wellesley College; University of the Arts London; University of the Sunshine Coast; University of Wolverhampton; Brandeis University; University of Northampton; University of Oregon; University of Huddersfield; Victoria University; University of the West of England; University of Hull; Worcester Polytechnic Institute; Virginia Commonwealth University; University of Portsmouth; University of California, Los Angeles; University of Washington; University of California, San Diego; Universitetet i Oslo; Johns Hopkins University; University of Bath; University of Oxford; University of Warwick; University of Dundee; University of Oklahoma; University of Ottawa; University of Sussex; University of California Merced; Universität St. Gallen; University of New England; University of Texas at Arlington; University of Miami; University of Pennsylvania; University of Notre Dame; University of Salford Manchester; University of Roehampton; University of Reading; University of Canterbury; University of Southampton; Purdue University; University of East Anglia","keywords":"Library science; Scholarly communication; Work (physics); Open access journal; Political science; Commons; World Wide Web; Computer science; Public relations; Business; Knowledge management; Publishing; Engineering; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002264726,0.0001386066,0.0001730398,0.00009391527,0.003965511,0.103948,0.005614622,0.0000454309,0.000151329],"category_scores_gemma":[0.0005853785,0.00009479454,0.00009136242,0.000187212,0.0005540554,0.08020731,0.001302621,0.000472191,0.00002120174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001628965,"about_ca_system_score_gemma":0.0005199882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004779346,"about_ca_topic_score_gemma":0.0001387686,"domain_scores_codex":[0.9985695,0.00008401216,0.0003218951,0.0002568111,0.0003210529,0.0004467528],"domain_scores_gemma":[0.998452,0.00005596716,0.0002458393,0.0002876746,0.000637271,0.0003212353],"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":[0.00005286021,0.0001029042,0.00333669,0.00001487481,0.00002165658,6.374985e-7,0.02322168,0.0001455043,0.0007409517,0.8633542,0.08335426,0.02565377],"study_design_scores_gemma":[0.001493517,0.0001783144,0.004393587,0.0002177941,0.00004896523,0.00008485025,0.006453366,0.1483582,0.0001863154,0.1447384,0.6931579,0.0006888331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4588112,0.0005242169,0.002645804,0.007376651,0.001790055,0.000442083,0.00003984652,0.0001500107,0.5282201],"genre_scores_gemma":[0.9843268,0.00002011003,0.002139611,0.0007034835,0.0006900161,0.00001475724,0.000007954432,0.000008594695,0.01208868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7186158,"threshold_uncertainty_score":0.9997655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2779535238956776,"score_gpt":0.4071759522885595,"score_spread":0.1292224283928818,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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