{"id":"W2005273090","doi":"10.1145/1268517.1268533","title":"Design as traversal and consequences","year":2007,"lang":"en","type":"article","venue":"Proceedings","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Variety (cybernetics); Computer science; Context (archaeology); Space (punctuation); Tree traversal; Design rationale; Design methods; Design elements and principles; Systems engineering; Human–computer interaction; Management science; Software engineering; Engineering; Artificial intelligence; Programming language","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":[0.02709228,0.001401074,0.0008241421,0.002352176,0.00248482,0.01042845,0.001980091,0.002333349,0.01905201],"category_scores_gemma":[0.05404085,0.001083905,0.001407748,0.002297997,0.01447021,0.01763453,0.006410821,0.004511525,0.002140062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082677,"about_ca_system_score_gemma":0.005048417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494854,"about_ca_topic_score_gemma":0.001523472,"domain_scores_codex":[0.9548609,0.03702445,0.001307402,0.002295802,0.003825286,0.0006861236],"domain_scores_gemma":[0.9440015,0.04389469,0.001787056,0.007405942,0.002135078,0.0007757479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005884599,0.00004311453,0.0002808194,0.0003901465,0.00001583078,0.00009141475,0.005130207,0.002092216,0.0004771904,0.9472746,0.002533654,0.04161194],"study_design_scores_gemma":[0.00008093773,0.0001361475,0.0001726344,0.0004513604,0.00002842152,0.0002372575,0.002220409,0.005518505,0.001141331,0.7900539,0.1999227,0.00003639503],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008265221,0.001769173,0.9060571,0.006004801,0.0003361355,0.00107677,0.0002368398,0.0007516631,0.07550221],"genre_scores_gemma":[0.1769353,0.001752972,0.8023636,0.001301838,0.0001083302,0.003815751,0.0002774463,0.0004196867,0.01302502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02709228,"threshold_uncertainty_score":0.1432794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377472663415489,"score_gpt":0.2621347611805909,"score_spread":0.238360034546436,"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."}}