{"id":"W2124116526","doi":"10.1177/2158244013507271","title":"Open Access, Megajournals, and MOOCs","year":2013,"lang":"en","type":"article","venue":"SAGE Open","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Unbundling; Publishing; Public relations; Context (archaeology); Commons; Higher education; Open education; Productivity; Electronic publishing; Work (physics); Political science; Business; Marketing; Sociology; Economics; The Internet; Economic growth; World Wide Web; Engineering; Pedagogy; Industrial organization","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.003974925,0.0002719824,0.0002700537,0.002100618,0.003185718,0.01298351,0.000811069,0.003540806,0.009482439],"category_scores_gemma":[0.01217351,0.0002335116,0.0003141297,0.00238715,0.01921776,0.01340886,0.01152982,0.003743139,0.0009528502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005182593,"about_ca_system_score_gemma":0.004088219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002754553,"about_ca_topic_score_gemma":0.003817784,"domain_scores_codex":[0.9940275,0.002121023,0.0002600089,0.0007602593,0.001919938,0.0009112834],"domain_scores_gemma":[0.9872507,0.005142504,0.002340674,0.001578337,0.0008181534,0.002869539],"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":[0.00002131393,0.00002347235,0.001645344,0.00005801816,0.000003491696,0.00004027106,0.001600665,0.0000807848,0.0000952604,0.9648973,0.003751955,0.02778206],"study_design_scores_gemma":[0.00001873637,0.0001115,0.01399762,0.0005373686,0.00001250237,0.0003394631,0.006095845,0.0003654062,0.0006066601,0.5639446,0.4139352,0.00003511486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1041297,0.01480883,0.01508937,0.06844189,0.001263691,0.0000726061,0.0001455392,0.0002990137,0.7957493],"genre_scores_gemma":[0.9441808,0.003382733,0.002352171,0.008954016,0.001416353,0.0001102941,0.00008678496,0.00008364674,0.03943312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.999189,"threshold_uncertainty_score":0.03760254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07660822200221455,"score_gpt":0.4474503392322111,"score_spread":0.3708421172299965,"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."}}