{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002870532,0.0004959603,0.0007711569,0.0006064028,0.0007302663,0.002726105,0.001015869,0.0009010114,0.005035497],"category_scores_gemma":[0.01719156,0.0001991491,0.0008433841,0.0004762205,0.00036698,0.001459138,0.002099954,0.001201078,0.001242229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009646515,"about_ca_system_score_gemma":0.002727362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002616937,"about_ca_topic_score_gemma":0.003306124,"domain_scores_codex":[0.9969454,0.0009137423,0.0002166713,0.0005932405,0.001006952,0.0003239493],"domain_scores_gemma":[0.9894768,0.003631511,0.001103638,0.0008032594,0.001197165,0.003787754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005188348,0.04232049,0.04812423,0.001564716,0.0003784175,0.0001588822,0.005092074,0.0008092265,0.009428288,0.0005562491,0.004189773,0.8821893],"study_design_scores_gemma":[0.003815465,0.08554573,0.8212924,0.002729976,0.002708321,0.0003448037,0.01521327,0.005340012,0.02229423,0.002713446,0.03769596,0.0003064641],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916285,0.0007317616,0.0004827621,0.0004308374,0.0001275495,0.0002474992,0.00008214697,0.0001734696,0.006095496],"genre_scores_gemma":[0.9915841,0.0006322002,0.001942374,0.0002359153,0.00007532372,0.0002679018,0.0001585692,0.00002864364,0.005074946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005035497,"threshold_uncertainty_score":0.01684541,"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."}}