{"id":"W1947697171","doi":"10.24908/pceea.v0i0.3616","title":"Curriculum Design & Enhancement","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Relevance (law); Engineering ethics; Process (computing); Curriculum theory; Problem solver; Emergent curriculum; Curriculum mapping; Field (mathematics); Curriculum development; Engineering management; Mathematics education; Computer science; Engineering; Psychology; Pedagogy; Political science; Software engineering; Mathematics","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":[0.0003446811,0.0002020501,0.0001602211,0.0002843898,0.0001014471,0.00005333269,0.0003436109,0.0001375855,0.0002070611],"category_scores_gemma":[0.0002742845,0.0002006632,0.0000768512,0.0006036137,0.00001048161,0.0001834849,0.00001716362,0.0002177402,0.0000726904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207093,"about_ca_system_score_gemma":0.0003832562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002004259,"about_ca_topic_score_gemma":0.001151966,"domain_scores_codex":[0.9988375,0.000004601538,0.0003290517,0.0001633677,0.0002902905,0.0003751624],"domain_scores_gemma":[0.9990987,0.00001440819,0.0001329252,0.0001276965,0.0003810953,0.0002451512],"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":[0.000003199344,0.0005907316,0.1740036,0.001336404,0.0007589787,2.5951e-7,0.01747112,0.01882619,0.01277715,0.02989166,0.7401758,0.004164916],"study_design_scores_gemma":[0.0008355908,0.00006848856,0.3227343,0.001050126,0.0002935563,0.00002550683,0.00198098,0.03224362,0.07799687,0.0008904868,0.5590115,0.00286891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028148,0.0008490005,0.005093581,0.001752199,0.01888877,0.002054263,0.0000231502,0.00128294,0.06724129],"genre_scores_gemma":[0.9829608,0.00003555022,0.01377823,0.00009809646,0.0001281889,0.0001835473,0.000007411006,0.00005418827,0.002753987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1811643,"threshold_uncertainty_score":0.818281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196499593868273,"score_gpt":0.1858962481062454,"score_spread":0.1739312521675627,"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."}}