{"id":"W2883634368","doi":"10.24908/pceea.v0i0.12970","title":"Making writing practices visible and sustainable in the engineering curriculum: a practice architectures theory analysis","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Curriculum; Engineering education; Engineering ethics; Subject (documents); Best practice; Engineering; Mathematics education; Computer science; Pedagogy; Engineering management; Sociology; Psychology; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01806315,0.0005864369,0.000533847,0.006009181,0.005539403,0.01276732,0.001969272,0.002342163,0.00283486],"category_scores_gemma":[0.0357421,0.0007766881,0.000620548,0.004285114,0.02009718,0.008835826,0.006594746,0.002838977,0.0003009235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.011771,"about_ca_system_score_gemma":0.02086063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006537816,"about_ca_topic_score_gemma":0.00652773,"domain_scores_codex":[0.983749,0.01027351,0.0007300174,0.001192317,0.0031641,0.0008910637],"domain_scores_gemma":[0.9388498,0.04795595,0.003472154,0.003064341,0.005203267,0.001454418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003875046,0.0004507326,0.02912847,0.0006981465,0.00003585616,0.0005103695,0.3539961,0.001546778,0.001277978,0.4894176,0.001159325,0.1217399],"study_design_scores_gemma":[0.00008959265,0.0003221577,0.03918108,0.002876441,0.0001073103,0.0007341291,0.5147411,0.01228921,0.002401561,0.3547943,0.07238407,0.0000790029],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7029756,0.001698912,0.1173314,0.01503261,0.00008702331,0.001318056,0.00008779571,0.00009472731,0.161374],"genre_scores_gemma":[0.9710381,0.0007493233,0.02537304,0.0002210334,0.00001194914,0.0003255817,0.00003141634,0.00001439418,0.002235166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01806315,"threshold_uncertainty_score":0.09552819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005381512424488161,"score_gpt":0.245574741726899,"score_spread":0.2401932293024108,"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."}}