{"id":"W2145712773","doi":"10.24908/pceea.v0i0.3764","title":"THE ROLE OF ENTROPY IN DESIGN THEORY AND METHODOLOGY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Entropy (arrow of time); Designtheory; Computer science; Management science; Mathematical economics; Mathematics; Engineering; Human–computer interaction; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02698243,0.001250951,0.00178479,0.004553969,0.002448401,0.006766257,0.00196322,0.002539182,0.002763159],"category_scores_gemma":[0.04065688,0.0008754736,0.001430667,0.00248959,0.03487714,0.01334928,0.005220014,0.004383614,0.0005139511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003733649,"about_ca_system_score_gemma":0.002514259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378377,"about_ca_topic_score_gemma":0.0007664962,"domain_scores_codex":[0.9706626,0.0203092,0.001413325,0.001616673,0.005347599,0.0006505657],"domain_scores_gemma":[0.9026333,0.08572108,0.00199328,0.005770823,0.003057644,0.0008238481],"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":[0.00001164523,0.000008100335,0.000206837,0.0001400644,0.00001826694,0.00003299037,0.000420084,0.003809697,0.0001154441,0.9861456,0.0002920952,0.008799113],"study_design_scores_gemma":[0.000006555163,0.00002991498,0.00009264317,0.00008091246,0.000006875545,0.00004039106,0.00007479612,0.005697867,0.0002417028,0.9883019,0.00541093,0.00001546278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006388844,0.005771744,0.9525845,0.005963739,0.0003958868,0.00006369693,0.00005577345,0.0001024953,0.02867335],"genre_scores_gemma":[0.6604478,0.008365427,0.3200336,0.001973139,0.002226834,0.000598028,0.00008224564,0.0001667896,0.006106128],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02698243,"threshold_uncertainty_score":0.1426984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465800484378059,"score_gpt":0.2312047605195512,"score_spread":0.2065467556757706,"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."}}