{"id":"W4308259596","doi":"10.19173/irrodl.v23i4.6361","title":"MOOCs as a Research Agenda: Changes Over Time","year":2022,"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":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Timeline; Scopus; Continuance; Citation; Computer science; Higher education; Data science; Citation analysis; World Wide Web; Psychology; Political science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.01728971,0.00007964492,0.0002052875,0.0002854704,0.0005591004,0.0002968196,0.003299437,0.00002101152,0.0006114731],"category_scores_gemma":[0.00274605,0.00006063077,0.00004105506,0.001548716,0.0001635656,0.000182145,0.005743093,0.001585849,0.00005740711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601381,"about_ca_system_score_gemma":0.0003095922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006421224,"about_ca_topic_score_gemma":0.00001086034,"domain_scores_codex":[0.995262,0.002000411,0.0002653481,0.000329216,0.001789002,0.0003540012],"domain_scores_gemma":[0.9977571,0.001322497,0.0001062656,0.0003524941,0.0003941422,0.00006753821],"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":[0.0003426526,0.001253701,0.02421141,0.002789893,0.0003174389,0.0006026409,0.003085112,0.004213302,0.001370261,0.4650353,0.182306,0.3144723],"study_design_scores_gemma":[0.0006434926,0.0004881053,0.002382292,0.002876062,0.000004869777,0.00007088357,0.001411555,0.0874276,0.00005178495,0.01198006,0.8924901,0.0001731667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1396281,0.06888027,0.0013567,0.7197565,0.0004308543,0.002967416,0.0002099983,0.0001339748,0.0666362],"genre_scores_gemma":[0.9585241,0.02692643,0.0005347112,0.001121892,0.0001273921,0.0002062577,0.000197686,0.00001881573,0.01234271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.818896,"threshold_uncertainty_score":0.7158355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135906488473454,"score_gpt":0.4931434373519149,"score_spread":0.3572369488784609,"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."}}