{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005838353,0.0001409624,0.000119119,0.0002862374,0.0001168182,0.0001612466,0.0003468539,0.0001506911,0.0001731112],"category_scores_gemma":[0.001094232,0.0001463329,0.00006078519,0.0005732778,0.000009794137,0.0008993833,0.00001045261,0.0003039219,0.00006815146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449932,"about_ca_system_score_gemma":0.0005218422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002701683,"about_ca_topic_score_gemma":0.0007764571,"domain_scores_codex":[0.9991003,0.000008651666,0.0002430467,0.0001258601,0.0002425094,0.0002796568],"domain_scores_gemma":[0.9989268,0.00005352011,0.0001526375,0.0001133314,0.000528176,0.0002255449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001665591,0.0003700669,0.1063837,0.0008521621,0.0007514413,4.205477e-7,0.02308245,0.005103033,0.0322198,0.08172151,0.7375977,0.01190109],"study_design_scores_gemma":[0.0004870926,0.00005290173,0.5056048,0.000274221,0.0002444121,0.00002275846,0.001563974,0.01002429,0.0524836,0.002251051,0.4257747,0.001216192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3768839,0.001524731,0.003387738,0.009100943,0.02762634,0.003093429,0.00006608142,0.002070145,0.5762467],"genre_scores_gemma":[0.9902895,0.00001928246,0.006220971,0.0002581475,0.0001459522,0.00005944655,0.000002416047,0.00004730369,0.00295698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6134056,"threshold_uncertainty_score":0.5967281,"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."}}