{"id":"W4401638359","doi":"10.54337/nlc.v12.8674","title":"Scaling engagement in MOOCs 4D","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Implementation; Learning design; Presentation (obstetrics); Community engagement; Computer science; Massive open online course; Student engagement; Online learning; Quality (philosophy); Work (physics); Mathematics education; Multimedia; Psychology; World Wide Web; Engineering; Public relations; Political science; Software engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01087164,0.0006459068,0.0004322883,0.001078861,0.001621104,0.00465134,0.002351901,0.00133737,0.00673824],"category_scores_gemma":[0.02313754,0.0004165348,0.0009419982,0.0004307032,0.002317587,0.002498652,0.008160528,0.00143141,0.001524113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002363197,"about_ca_system_score_gemma":0.001798896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007644927,"about_ca_topic_score_gemma":0.0007149765,"domain_scores_codex":[0.982323,0.01173392,0.0006124249,0.001453468,0.003115556,0.000761681],"domain_scores_gemma":[0.9886053,0.005954245,0.0004498758,0.002323722,0.001656652,0.001010188],"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":[0.0003831036,0.002954963,0.009923707,0.001523013,0.0001223286,0.0003107449,0.02505024,0.008760636,0.02305071,0.0760396,0.007341891,0.844539],"study_design_scores_gemma":[0.001036666,0.01002985,0.02112184,0.002052794,0.0002724168,0.001010836,0.01906826,0.05236242,0.05619728,0.1236741,0.7127507,0.0004228366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1922293,0.0005308008,0.7404844,0.003661792,0.0005258815,0.004594436,0.0001238058,0.003322061,0.05452756],"genre_scores_gemma":[0.4958159,0.0002855983,0.4852208,0.001055569,0.00009755044,0.004798733,0.0001498888,0.0003795247,0.01219656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01087164,"threshold_uncertainty_score":0.05749547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03545053961030782,"score_gpt":0.2961405404204325,"score_spread":0.2606900008101247,"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."}}