{"id":"W1932219723","doi":"10.24908/pceea.v0i0.5870","title":"Massive Open On-line Courses in Engineering","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Blended learning; Promotion (chess); Distance education; Mathematics education; Psychology; Political science; Educational technology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005901438,0.0001147641,0.0001493776,0.0003345485,0.0000534218,0.0002519818,0.0009597731,0.00008793536,0.000002332169],"category_scores_gemma":[0.001951989,0.0001120766,0.00003900639,0.0007677947,0.000005405618,0.0003638243,0.00008856149,0.0002539429,0.00001054368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704847,"about_ca_system_score_gemma":0.001167796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00472505,"about_ca_topic_score_gemma":0.001993943,"domain_scores_codex":[0.9990475,0.000005515727,0.0002128486,0.0001863421,0.0002914141,0.0002564101],"domain_scores_gemma":[0.9989644,0.00004942784,0.0002108739,0.0001266399,0.0004305959,0.0002180181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004983398,0.0003032552,0.1360749,0.0001963673,0.0001167913,0.000001193694,0.00455331,0.4249842,0.0005683448,0.3613504,0.06856535,0.003280845],"study_design_scores_gemma":[0.0008769563,0.0001179032,0.06658769,0.0006935509,0.00003084775,0.000005724529,0.0005822648,0.8720212,0.001895723,0.002617856,0.05387841,0.0006918594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6570406,0.0003300669,0.002496966,0.2958859,0.01097392,0.002057801,0.00004983201,0.000620658,0.03054421],"genre_scores_gemma":[0.9925094,0.000002704837,0.004935143,0.0003116737,0.0001380245,0.00002010364,0.000002805698,0.00001634721,0.002063783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.447037,"threshold_uncertainty_score":0.7142893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018185734496723,"score_gpt":0.2617497333412316,"score_spread":0.2435639988445086,"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."}}