{"id":"W3000810965","doi":"10.24908/pceea.vi0.13861","title":"SUSTAINABLE INFRASTRUCTURE: DEVELOPING A RE-USABLE PRODUCTION TOOLKIT FOR EFFICIENT ONLINE COURSE DESIGN","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"University of Toronto","keywords":"USable; Course (navigation); Computer science; Distance education; Massive open online course; Process (computing); Online course; Production (economics); Open educational resources; Engineering management; Knowledge management; World Wide Web; Engineering; Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006393732,0.001112506,0.0005242582,0.002154105,0.0009872307,0.004696063,0.003226429,0.001666674,0.0118468],"category_scores_gemma":[0.02001495,0.001337291,0.00135121,0.0009793782,0.001631223,0.006633319,0.00748204,0.002152597,0.006027509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159749,"about_ca_system_score_gemma":0.004783303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869199,"about_ca_topic_score_gemma":0.00368947,"domain_scores_codex":[0.9952578,0.001856653,0.0003898662,0.000504481,0.001707244,0.0002838826],"domain_scores_gemma":[0.9931893,0.002676615,0.0003365476,0.001986252,0.001308486,0.0005026778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001764688,0.0007247542,0.003654165,0.001263751,0.00009294732,0.001086027,0.00869499,0.04956019,0.03206812,0.06250814,0.04158121,0.7985892],"study_design_scores_gemma":[0.0001606512,0.0004959356,0.00261695,0.0008478792,0.00007484495,0.001062313,0.003126487,0.258059,0.03453523,0.05413137,0.6446025,0.0002867719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006910094,0.00006556273,0.9578248,0.000581871,0.00009910001,0.0005937382,0.0002540776,0.02388331,0.009787395],"genre_scores_gemma":[0.03006717,0.0001478883,0.9570174,0.00008566735,0.00001382886,0.000697655,0.0009556164,0.003548501,0.00746637],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0118468,"threshold_uncertainty_score":0.03963155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007134339235142575,"score_gpt":0.2122316099177345,"score_spread":0.2050972706825919,"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."}}