{"id":"W1541016824","doi":"10.19173/irrodl.v14i2.1531","title":"Open access scholarly publications as OER","year":2013,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Open educational resources; Open education; Scholarly communication; Publishing; Scholarship; Prestige; Higher education; World Wide Web; Public relations; Sociology; Library science; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02226367,0.0007526948,0.000590704,0.005295893,0.004606101,0.0434561,0.00376875,0.007236014,0.05481387],"category_scores_gemma":[0.08404642,0.0006925678,0.000718964,0.00917804,0.0194547,0.03625931,0.01452429,0.008640436,0.03120859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004168362,"about_ca_system_score_gemma":0.006798878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189375,"about_ca_topic_score_gemma":0.001499594,"domain_scores_codex":[0.9459133,0.01899876,0.003046174,0.003952495,0.02618869,0.00190059],"domain_scores_gemma":[0.9098829,0.03268484,0.007536362,0.02359375,0.01955682,0.006745354],"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":[0.00001647356,0.00003723634,0.0003188183,0.0003874633,0.00001126886,0.0002898751,0.005798543,0.0001019247,0.0004307572,0.764622,0.1328526,0.09513295],"study_design_scores_gemma":[0.000003616982,0.00001056175,0.0001724729,0.0003399046,0.000003536047,0.000198393,0.001870851,0.00008839839,0.0001712367,0.03347017,0.9636576,0.00001321425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003405273,0.0107782,0.01696192,0.06681596,0.01924798,0.0002462242,0.000345675,0.001069966,0.8811288],"genre_scores_gemma":[0.1799831,0.02214352,0.02813244,0.03101322,0.02083666,0.0005821328,0.0007916583,0.003205418,0.7133119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9962313,"threshold_uncertainty_score":0.1833707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8106962675610487,"score_gpt":0.7187572455364282,"score_spread":0.09193902202462056,"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."}}