{"id":"W6902435100","doi":"10.6084/m9.figshare.6634484.v1","title":"Empire and Scholarly Communications. Multinational Monopolies of Knowledge and the Global South","year":2018,"lang":"en","type":"article","venue":"Figshare","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multinational corporation; Geopolitics; Variety (cybernetics); Latin Americans; Competition (biology); Empire; Global South; Digital library; Global commons","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00608125,0.0004394705,0.0005912965,0.004320292,0.006155141,0.01669371,0.0006910853,0.00248486,0.03013412],"category_scores_gemma":[0.01711543,0.0003784244,0.0003064922,0.0131521,0.01803291,0.01638778,0.006019846,0.00301598,0.002717511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106059,"about_ca_system_score_gemma":0.01091633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01559842,"about_ca_topic_score_gemma":0.02507778,"domain_scores_codex":[0.9942403,0.00374779,0.0002151203,0.0003343314,0.0009231502,0.0005393368],"domain_scores_gemma":[0.9873034,0.008295846,0.001370894,0.0009283125,0.001027903,0.001073546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003549537,0.00001595643,0.001395583,0.0007324063,0.00001887091,0.000212933,0.0648166,0.0001113029,0.00008319156,0.7699145,0.1115022,0.05116095],"study_design_scores_gemma":[0.00001114544,0.00001290226,0.004712079,0.002649807,0.00001337942,0.0001631152,0.05188622,0.00007395674,0.0001141387,0.09974828,0.8405949,0.0000199898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01808607,0.1779836,0.0009921915,0.2627785,0.001553455,0.00002799796,0.000630451,0.00009721183,0.5378505],"genre_scores_gemma":[0.7900492,0.1098568,0.00125806,0.008860416,0.001315194,0.0001135215,0.0005162262,0.0003292125,0.08770123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9938449,"threshold_uncertainty_score":0.1008086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05382781819470433,"score_gpt":0.3228348711351947,"score_spread":0.2690070529404904,"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."}}