{"id":"W390964647","doi":"","title":"Beyond Numbers: Supporting Writing in Engineering","year":2013,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"CLARITY; Professional writing; Curriculum; Engineering ethics; Engineering education; Task (project management); Technical writing; Computer science; Engineering; Engineering management; Mathematics education; Pedagogy; Psychology; Higher education; Systems engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01506853,0.0009184753,0.0005321514,0.001104839,0.004394084,0.0136439,0.002552552,0.002679814,0.07319551],"category_scores_gemma":[0.07013608,0.00038234,0.0005053597,0.0009364627,0.004320778,0.01853849,0.0141219,0.003314038,0.03245646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476337,"about_ca_system_score_gemma":0.005393733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003913361,"about_ca_topic_score_gemma":0.0006923203,"domain_scores_codex":[0.9872088,0.007041422,0.0008004237,0.0009943779,0.003119339,0.0008356972],"domain_scores_gemma":[0.9434017,0.03077372,0.003057662,0.006487955,0.00770131,0.008577686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001665048,0.0002160457,0.001201287,0.0009586156,0.000009290153,0.0005882002,0.02239843,0.0005198785,0.003962121,0.1772352,0.2582848,0.5344596],"study_design_scores_gemma":[0.00002945563,0.0001069767,0.0005695127,0.0008448851,0.000006290982,0.0004180327,0.004480286,0.0004071381,0.001355992,0.07310309,0.9186475,0.00003084016],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02258665,0.003256346,0.1371581,0.07535827,0.01053013,0.0004578468,0.0002787443,0.005175065,0.7451988],"genre_scores_gemma":[0.4105066,0.005888237,0.1943964,0.01454047,0.005472954,0.001266373,0.001043504,0.002895335,0.36399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07319551,"threshold_uncertainty_score":0.2448634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02889578337961544,"score_gpt":0.2651827202010686,"score_spread":0.2362869368214532,"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."}}