{"id":"W4235895205","doi":"10.24908/pceea.v0i0.3770","title":"SCHOLARLY DESIGN?","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Nothing; The arts; Process (computing); Fine art; Engineering ethics; Sociology; Epistemology; Work (physics); Applied arts; Mathematics education; Computer science; Psychology; Engineering; Visual arts; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01702518,0.0005184438,0.0005942647,0.003073658,0.008324993,0.02425015,0.002383731,0.005176311,0.06553591],"category_scores_gemma":[0.02790513,0.000357351,0.0005446006,0.003947185,0.02369966,0.01274946,0.01174134,0.004778028,0.01810922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009433731,"about_ca_system_score_gemma":0.01042872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002224284,"about_ca_topic_score_gemma":0.003744844,"domain_scores_codex":[0.9780086,0.01352829,0.0007953743,0.002412258,0.004272203,0.000983231],"domain_scores_gemma":[0.9773979,0.009653407,0.001040198,0.006339671,0.003148841,0.002419993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001142643,0.00002143275,0.0002413943,0.0001494997,0.000005233001,0.00005156317,0.008597482,0.00004752388,0.00007824587,0.8751224,0.06359874,0.05207509],"study_design_scores_gemma":[0.000005819572,0.000009633471,0.00009609802,0.0002859639,0.000002666532,0.00009267808,0.004087873,0.00004733723,0.0001074279,0.09788617,0.8973739,0.000004503317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002426609,0.009120059,0.01531409,0.09499042,0.005415791,0.000131585,0.0001373903,0.0002926668,0.8721715],"genre_scores_gemma":[0.2132587,0.0114156,0.01711449,0.03931616,0.004813875,0.0005631673,0.0004876019,0.000868939,0.7121615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06553591,"threshold_uncertainty_score":0.2192394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042447655500397,"score_gpt":0.1941680532632788,"score_spread":0.1737435767082748,"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."}}