{"id":"W1887186026","doi":"10.24908/pceea.v0i0.3872","title":"TEACHING DESIGN TO FIRST-YEAR CHEMICAL ENGINEERING STUDENTS","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Enthusiasm; Curriculum; Component (thermodynamics); Key (lock); Engineering management; Engineering ethics; Mathematics education; Computer science; Engineering; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002283176,0.001260214,0.0009064876,0.001091199,0.002320792,0.004546863,0.002067811,0.002301169,0.02777199],"category_scores_gemma":[0.004696903,0.0008484647,0.000984218,0.0005705919,0.001320301,0.00130711,0.002991261,0.003006103,0.009704631],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004664638,"about_ca_system_score_gemma":0.00701716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002331975,"about_ca_topic_score_gemma":0.00901127,"domain_scores_codex":[0.9986551,0.0002101248,0.00005706336,0.0001476275,0.0005188882,0.0004111734],"domain_scores_gemma":[0.9946838,0.0006584369,0.0003744339,0.000265979,0.0009758621,0.003041412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004037234,0.00730159,0.02689147,0.002634953,0.00007539678,0.001708104,0.009714799,0.008783376,0.03360467,0.03343605,0.2769192,0.5985266],"study_design_scores_gemma":[0.0001268398,0.002028094,0.01735364,0.001349727,0.00003250493,0.002509166,0.005984975,0.00343483,0.01466629,0.02095541,0.9314646,0.00009385758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4028678,0.02069877,0.1277707,0.04240809,0.01135301,0.003012768,0.001384705,0.005343639,0.3851605],"genre_scores_gemma":[0.4327099,0.01846243,0.1039976,0.01450418,0.001075944,0.001347599,0.0012366,0.0003661267,0.4262997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9953353,"threshold_uncertainty_score":0.09290653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815338067938825,"score_gpt":0.192533710478376,"score_spread":0.1843803297989877,"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."}}