{"id":"W1953446185","doi":"","title":"MOOCifying courses: real and authentic learning in higher education","year":2015,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Higher education; Mathematics education; Pedagogy; Computer science; Sociology; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225775,0.0001403814,0.0001829368,0.0007821269,0.00007761757,0.00008321319,0.0002942222,0.0001153679,0.00003539847],"category_scores_gemma":[0.0003185102,0.0001366801,0.00001167655,0.0007517083,0.0001905127,0.0001681426,0.0001110989,0.0005110995,0.00002719997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005952532,"about_ca_system_score_gemma":0.0009339163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003662522,"about_ca_topic_score_gemma":0.00008213492,"domain_scores_codex":[0.9989194,0.00005692273,0.0001966733,0.000378997,0.0002076926,0.0002403528],"domain_scores_gemma":[0.9991195,0.0002487911,0.00009978533,0.0002065195,0.0001629858,0.0001624676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002456746,0.0001201854,0.05514894,0.000009495374,0.000005272988,0.000002364372,0.0009402307,0.000005376275,0.00004412122,0.931236,0.0004785168,0.01200704],"study_design_scores_gemma":[0.0003195657,0.00008116037,0.03795686,0.0001212575,0.000008184787,0.00001410015,0.0002971206,0.003985306,0.00002638426,0.9559036,0.001092552,0.0001938879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1124439,0.0006349606,0.0001072372,0.8792676,0.002026493,0.0001220872,9.648393e-7,0.0002033588,0.005193312],"genre_scores_gemma":[0.9911784,0.0001724725,0.002919115,0.000186947,0.0002849074,0.00003957925,0.00001452524,0.000008161088,0.005195879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8790807,"threshold_uncertainty_score":0.5573651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05328185818182844,"score_gpt":0.3106131505758226,"score_spread":0.2573312923939941,"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."}}