{"id":"W1766934520","doi":"10.19173/irrodl.v16i5.2222","title":"Effectiveness of Integrating MOOCs in Traditional Classrooms for Undergraduate Students","year":2015,"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":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blended learning; Context (archaeology); Class (philosophy); Computer science; Online learning; Educational technology; Mathematics education; Multimedia; Psychology","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":[0.01151596,0.00006841236,0.0002368299,0.0001408908,0.0000487834,0.0001146483,0.001536073,0.00002476465,0.000002610192],"category_scores_gemma":[0.003928459,0.00004874392,0.00003981439,0.0006068355,0.00009231657,0.0002247892,0.0005976496,0.0004245859,0.000001149031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086021,"about_ca_system_score_gemma":0.0002186325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001947659,"about_ca_topic_score_gemma":0.00001571076,"domain_scores_codex":[0.9977462,0.0008420106,0.0003457364,0.0001915649,0.0007167747,0.0001577136],"domain_scores_gemma":[0.9970899,0.002136259,0.0001389899,0.0001375922,0.0004485587,0.0000487635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003459611,0.000852324,0.331027,0.00533381,0.0001279049,0.00002081549,0.0004954946,0.007299353,0.0002022249,0.6161243,0.0008053882,0.03736541],"study_design_scores_gemma":[0.007526131,0.001328648,0.1252247,0.07483633,0.00002172869,0.00003620208,0.003728062,0.4489113,0.0003342307,0.327971,0.009653697,0.0004279606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6941035,0.01942948,0.2052723,0.0683296,0.0005416964,0.00454454,0.0001892638,0.00005195555,0.007537692],"genre_scores_gemma":[0.9968151,0.001585813,0.001364874,0.00002500117,0.00001612009,0.00004781209,0.00007862657,0.000004021927,0.00006267076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416119,"threshold_uncertainty_score":0.4703016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549171755598106,"score_gpt":0.4800925481969283,"score_spread":0.3251753726371177,"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."}}