{"id":"W1520720673","doi":"10.24908/pceea.v0i0.3894","title":"ATTITUDE, SKILL, AND KNOWLEDGE: (ASK) A NEW MODEL FOR DESIGN EDUCATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ask price; Perspective (graphical); Curriculum; Domain (mathematical analysis); Personality; Task (project management); Psychology; Domain knowledge; Computer science; Mathematics education; Knowledge management; Engineering ethics; Pedagogy; Engineering; Social psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004586297,0.000172119,0.0001492613,0.0002921463,0.0001301548,0.00009102949,0.0002316138,0.0001601498,0.00003116081],"category_scores_gemma":[0.0008673555,0.0001848803,0.00005797592,0.0003620932,0.00001137114,0.0004344033,0.0000118274,0.0001693677,0.00001043911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150468,"about_ca_system_score_gemma":0.002325339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001620509,"about_ca_topic_score_gemma":0.001547227,"domain_scores_codex":[0.9991487,0.000006457553,0.0002635571,0.0001737855,0.0001348558,0.0002726361],"domain_scores_gemma":[0.9988174,0.00008660322,0.000167757,0.0001054286,0.0005142741,0.0003085147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001600091,0.0003243319,0.007832098,0.0009786425,0.0002944333,1.806524e-8,0.02942002,0.008487772,0.003182145,0.06556048,0.8598115,0.02409248],"study_design_scores_gemma":[0.00115996,0.00009169193,0.09716803,0.0006300393,0.0005992643,0.00002233878,0.002348852,0.5709344,0.01040133,0.01185501,0.302941,0.001848123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3019657,0.01451238,0.2164492,0.02939307,0.05799991,0.0196554,0.0002875949,0.003833288,0.3559034],"genre_scores_gemma":[0.9408126,0.0000646414,0.04309576,0.0002666044,0.0003095409,0.0002383844,0.000008471491,0.0000761735,0.01512786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6388468,"threshold_uncertainty_score":0.7539199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719542122003372,"score_gpt":0.2336019040342737,"score_spread":0.20640648281424,"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."}}