{"id":"W2177922050","doi":"10.16995/olh.72","title":"Opening the Black Box of Scholarly Communication Funding: A Public Data Infrastructure for Financial Flows in Academic Publishing","year":2016,"lang":"en","type":"article","venue":"Open Library of Humanities","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Birkbeck, University of London; Swansea University; University of Bristol; University of Aberdeen; Bangor University; Queen's University Belfast; Loughborough University; Ulster University; University of Birmingham; University of Glasgow; University of Sussex; European Commission; University of Leeds; Universiteit van Amsterdam; Newcastle University; University of Reading; University of Dundee; University of Bath; University of Warwick; University of Oxford; King's College London; University of St Andrews; University of Leicester; University of Exeter; University of Hull; University of Nottingham; Queen's University; University of East Anglia; Oxford Brookes University; University of Salford Manchester; Durham University; York University; Imperial College London; Queen Mary University of London; Open Society Foundations","keywords":"Publishing; Transparency (behavior); Obstacle; Public relations; Scholarly communication; Financial modeling; Underpinning; Financial services; Finance; Business; Political science; Economics; Engineering","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":["metaresearch","bibliometrics","scholarly_communication","open_science"],"consensus_categories":["bibliometrics","scholarly_communication","open_science"],"category_scores_codex":[0.02164129,0.0001221655,0.000360132,0.01294406,0.0003692606,0.01983224,0.02523888,0.0001577727,0.0008474963],"category_scores_gemma":[0.05636437,0.00006512339,0.00006283761,0.02513545,0.000522,0.07716443,0.01271381,0.0005061093,0.000007459103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003383239,"about_ca_system_score_gemma":0.0007004633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140955,"about_ca_topic_score_gemma":0.00007435204,"domain_scores_codex":[0.9949023,0.0004718757,0.00104389,0.0004895121,0.002679219,0.000413198],"domain_scores_gemma":[0.9879605,0.008083754,0.0007152222,0.002143921,0.0009950779,0.0001015883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001643519,0.00008008917,0.1694434,0.00003678083,0.00002629422,0.000001282736,0.002593554,0.00001138569,0.001161433,0.2183628,0.4284961,0.1796225],"study_design_scores_gemma":[0.001616659,0.0001822971,0.1293127,0.000229215,0.000006986641,0.000003004853,0.006531988,0.00161491,0.00111801,0.2774994,0.5816274,0.0002573125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218918,0.002299858,0.0009569502,0.0212764,0.000305515,0.001471302,0.001108386,0.00001805655,0.05067175],"genre_scores_gemma":[0.9912391,0.0003714488,0.003922849,0.0002535533,0.00007667527,0.00002515596,0.00006687245,0.00001547129,0.004028862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1793652,"threshold_uncertainty_score":0.9982434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7697619440407077,"score_gpt":0.5354388920022558,"score_spread":0.2343230520384519,"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."}}