{"id":"W2604135653","doi":"10.19173/irrodl.v18i2.2806","title":"Review and Content Analysis of the International Review of Research in Open and Distance/Distributed Learning (2000–2015)","year":2017,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Distance education; Open educational resources; Open education; Library science; Content analysis; Educational technology; Open learning; Computer science; World Wide Web; Sociology; Social science; Pedagogy; Teaching method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.02336038,0.000172564,0.0009494544,0.0003192668,0.0004144709,0.0005310712,0.006065136,0.00005559241,0.0000752622],"category_scores_gemma":[0.01398608,0.0001126911,0.0001269793,0.001727355,0.00072389,0.000581926,0.007043315,0.001391789,0.000001941203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001593589,"about_ca_system_score_gemma":0.0003943364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874184,"about_ca_topic_score_gemma":0.0001746604,"domain_scores_codex":[0.9948372,0.001800308,0.001068837,0.0005451289,0.001386024,0.0003625484],"domain_scores_gemma":[0.9951388,0.001417805,0.0009040864,0.0008856713,0.00154349,0.0001101935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001881674,0.0005535886,0.7702248,0.05036718,0.001315042,0.00004824145,0.0004319107,0.0003991816,0.0001257405,0.06092098,0.008580622,0.1068445],"study_design_scores_gemma":[0.002323098,0.0003371607,0.2664403,0.5006527,0.000427823,0.00004474695,0.001525586,0.05111447,0.00006850626,0.003235182,0.1733223,0.0005081109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0223962,0.7241596,0.00146835,0.2431473,0.0001713405,0.00315092,0.0003759507,0.00001692109,0.005113363],"genre_scores_gemma":[0.4267245,0.5720954,0.0002193874,0.0003137446,0.00001865364,0.0000480897,0.0001428872,0.000007594226,0.0004297019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5037845,"threshold_uncertainty_score":0.9993125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197812221016364,"score_gpt":0.5053281318898132,"score_spread":0.3075159108734492,"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."}}