{"id":"W1542748591","doi":"","title":"Guiding Faculty in Innovative Curriculum Design","year":2004,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Sheridan College","funders":"","keywords":"Curriculum; Engineering ethics; Mathematics education; Pedagogy; Medical education; Engineering; Sociology; Computer science; Engineering management; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004555941,0.0003756325,0.0003407222,0.0003696005,0.0001280057,0.0001310031,0.0001860217,0.0001421689,0.0001651793],"category_scores_gemma":[0.00005928571,0.0004073933,0.00002600222,0.001612969,0.00004166935,0.0002617273,0.0000348861,0.0007297292,0.00006785054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001613963,"about_ca_system_score_gemma":0.0005896706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003991824,"about_ca_topic_score_gemma":0.0002983656,"domain_scores_codex":[0.9978253,0.0001190606,0.0005931957,0.0004975384,0.0004550896,0.0005097954],"domain_scores_gemma":[0.9991413,0.00004978269,0.000251744,0.0002070393,0.0001542703,0.0001958591],"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":[0.0001061549,0.001622448,0.3317924,0.001020427,0.00009701995,0.000032781,0.009568918,0.1222483,0.001297025,0.4572369,0.008530081,0.06644758],"study_design_scores_gemma":[0.002017193,0.0003477014,0.9322165,0.002378809,0.00001311775,0.00001231541,0.005399227,0.004067806,0.0008199349,0.005987754,0.04515508,0.001584562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199174,0.001221176,0.00241518,0.01393598,0.005105684,0.001809816,0.00001683208,0.0008661846,0.05471173],"genre_scores_gemma":[0.9903669,0.0004082327,0.003095777,0.0003925737,0.0001197246,0.0002550442,0.00006325602,0.00005491042,0.005243523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6004241,"threshold_uncertainty_score":0.9998378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08447433281854658,"score_gpt":0.289436369435857,"score_spread":0.2049620366173105,"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."}}