{"id":"W1872683996","doi":"10.24908/pceea.v0i0.3632","title":"Delivery of Content for an Online Graduate Course on “The Management of Innovation for Engineers”","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Experiential learning; Class (philosophy); Engineering management; Engineering; Knowledge management; Engineering ethics; Computer science; Sociology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004545857,0.00009233181,0.0001278825,0.0001668015,0.00006095003,0.00001005735,0.0002018092,0.00006767444,0.00001726027],"category_scores_gemma":[0.000248821,0.00007507149,0.00006179725,0.0003090416,0.00001744388,0.0000570691,0.000007017088,0.00008224049,6.929288e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989353,"about_ca_system_score_gemma":0.0001157016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375457,"about_ca_topic_score_gemma":0.000530521,"domain_scores_codex":[0.9992698,0.000005735983,0.0002963667,0.0001220711,0.0001459253,0.0001600789],"domain_scores_gemma":[0.997809,0.00007281316,0.0005002741,0.00007618534,0.0015026,0.0000391181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001085945,0.0009205309,0.0372906,0.0008119523,0.001215807,3.349235e-8,0.01342309,0.00009564804,0.002607674,0.9117785,0.01528465,0.01646291],"study_design_scores_gemma":[0.0006423226,0.0003185377,0.9751216,0.0003158689,0.0002400367,3.992047e-7,0.01296652,0.0009400829,0.006138054,0.001106349,0.002007673,0.0002025846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961167,0.0000202744,0.0001174851,0.0009539695,0.0007069617,0.0007093577,0.0001307732,0.0000138517,0.001230614],"genre_scores_gemma":[0.9974199,0.000003533978,0.001009794,0.0001392472,0.00006027589,0.000174818,0.00003576067,0.00001748094,0.001139188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.937831,"threshold_uncertainty_score":0.3590996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114844867117556,"score_gpt":0.2910454040532295,"score_spread":0.1762005369356736,"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."}}