{"id":"W2483616777","doi":"10.15200/winn.147220.00404","title":"Knowledge Monopolies and Global Academic Publishing","year":2016,"lang":"en","type":"dataset","venue":"The Winnower","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intellectual property; Publishing; Private equity; Equity (law); Context (archaeology); Cash; Political science; Business; Library science; Management; Economics; Finance; Law; Computer science; History","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":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001750546,0.0006140098,0.0007799022,0.01213183,0.0009158363,0.00627765,0.001305767,0.0009252831,0.02486635],"category_scores_gemma":[0.01663387,0.0003007998,0.0006040841,0.03568175,0.0007711999,0.003673975,0.002330472,0.001666108,0.0149345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003093023,"about_ca_system_score_gemma":0.002459157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03018738,"about_ca_topic_score_gemma":0.04644271,"domain_scores_codex":[0.9963313,0.0005215778,0.0004410893,0.0005782195,0.001609465,0.0005183097],"domain_scores_gemma":[0.9906458,0.002456483,0.00287926,0.001535497,0.001733515,0.0007495238],"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":[0.0001561089,0.00005349376,0.02809832,0.0008722874,0.00007535402,0.0001435989,0.0003671422,0.0008688175,0.00010223,0.02919122,0.9178307,0.0222408],"study_design_scores_gemma":[0.00005419104,0.0000123874,0.02786278,0.0003636873,0.00002182126,0.0001973203,0.00048584,0.0005567243,0.0003621405,0.006420265,0.9636381,0.00002492537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01364232,0.002708873,0.0003870434,0.002170573,0.0001769829,0.00003092486,0.9547319,0.0003583331,0.02579295],"genre_scores_gemma":[0.03091056,0.00150228,0.0007050802,0.0002277652,0.0001418969,0.00009367231,0.9582313,0.00009223676,0.008095237],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9937224,"threshold_uncertainty_score":0.08318621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5500932074787537,"score_gpt":0.5878841795718969,"score_spread":0.03779097209314319,"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."}}