{"id":"W1912735724","doi":"10.24908/pceea.v0i0.4009","title":"DESIGN SEQUENCE EXPERIENCES: A PANEL DISCUSSION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Université de Sherbrooke; University of Manitoba","funders":"","keywords":"Panel discussion; Sequence (biology); Session (web analytics); Computer science; Engineering management; Mathematics education; Engineering; Engineering ethics; Psychology; World Wide Web; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004579263,0.0001539701,0.0001267814,0.0002160314,0.0001338781,0.00007824288,0.000356954,0.0001328263,0.00018607],"category_scores_gemma":[0.0006548515,0.000123694,0.00005433916,0.0005499376,0.00001749528,0.0004860254,0.00001199126,0.0002131587,0.00003314797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318868,"about_ca_system_score_gemma":0.0005072731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919927,"about_ca_topic_score_gemma":0.0004217912,"domain_scores_codex":[0.9990295,0.00001068345,0.0002584929,0.0001516053,0.0002534983,0.0002961947],"domain_scores_gemma":[0.9991452,0.00004672126,0.0001727807,0.0001165996,0.0002948316,0.0002238633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003383726,0.0005689473,0.0471471,0.001421981,0.0006197549,0.000001090967,0.3940444,0.01042739,0.07426195,0.03104665,0.4152981,0.02512876],"study_design_scores_gemma":[0.00127836,0.0001965082,0.21752,0.001460077,0.0005100612,0.00009530435,0.0666122,0.09132516,0.2007488,0.003997984,0.4120697,0.00418582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7555342,0.0009289485,0.008107972,0.01269283,0.03314293,0.004337043,0.00006297837,0.00243302,0.18276],"genre_scores_gemma":[0.9926617,0.0000165178,0.004662098,0.0001577527,0.0001061333,0.0001646849,0.000002755293,0.00003696294,0.002191449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3274322,"threshold_uncertainty_score":0.5044097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04852935042350209,"score_gpt":0.2257108406427937,"score_spread":0.1771814902192916,"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."}}