{"id":"W1961444763","doi":"10.24908/pceea.v0i0.3951","title":"ADAPTABLE DESIGN FOR DESIGN REUSE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reuse; Design process; Computer science; Systems engineering; Process (computing); Design technology; Software engineering; Engineering; Work in process; Operations management","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":[0.00089702,0.0001645636,0.0001523732,0.0002599817,0.0001433943,0.00008175711,0.0004695631,0.0001601516,0.0000876605],"category_scores_gemma":[0.002269475,0.0001732466,0.00007455608,0.0004590878,0.000009676525,0.000415848,0.00001233204,0.0001803801,0.00002268858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424991,"about_ca_system_score_gemma":0.0006880839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571006,"about_ca_topic_score_gemma":0.0003569681,"domain_scores_codex":[0.9990147,0.00001122457,0.0002793075,0.0001531786,0.0001905087,0.00035104],"domain_scores_gemma":[0.9986944,0.000173517,0.0001902592,0.0001730844,0.0005521352,0.0002165798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002333553,0.0001448681,0.003218095,0.0004532884,0.0003145997,7.632564e-8,0.008138469,0.02035818,0.009094059,0.01868399,0.9372407,0.002330393],"study_design_scores_gemma":[0.001116234,0.0001648702,0.0486053,0.0004047774,0.0005216634,0.00002012285,0.001907356,0.1153045,0.115068,0.007450855,0.7075831,0.001853239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1309748,0.004581294,0.4290965,0.03144031,0.07516231,0.02496964,0.0004099316,0.006087722,0.2972775],"genre_scores_gemma":[0.8676283,0.00003469021,0.1257824,0.0002816434,0.0002630573,0.0004220929,0.000006182993,0.0001046749,0.005476981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7366535,"threshold_uncertainty_score":0.7064792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0381544869012923,"score_gpt":0.2099235024373931,"score_spread":0.1717690155361008,"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."}}