{"id":"W1901622571","doi":"10.24908/pceea.v0i0.3685","title":"HOLISTIC UNDERSTANDING FOR DESIGN -- THEORY OF TECHNICAL SYSTEMS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Process (computing); Computer science; Management science; Process management; Systems theory; Risk analysis (engineering); Systems engineering; Knowledge management; Engineering; Business; Artificial intelligence","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":[0.004492254,0.001541193,0.001256038,0.001777155,0.002041461,0.007082442,0.002275408,0.002909187,0.009180949],"category_scores_gemma":[0.003818321,0.0006329402,0.001978168,0.001363019,0.01480897,0.007687087,0.002723089,0.004029706,0.001879599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005877431,"about_ca_system_score_gemma":0.003969128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002622012,"about_ca_topic_score_gemma":0.001674915,"domain_scores_codex":[0.996895,0.001587188,0.0002041658,0.0003641631,0.0007769679,0.0001725041],"domain_scores_gemma":[0.9978666,0.001197867,0.0001190185,0.0003998102,0.0003206927,0.00009597228],"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":[0.000002165965,0.000005371827,0.00003205186,0.0001008688,0.000007786301,0.00001854132,0.0002758971,0.00236136,0.00007738173,0.9926333,0.001168864,0.003316528],"study_design_scores_gemma":[0.000006481762,0.00001347299,0.0000428468,0.00009441216,0.000007714199,0.00003596045,0.0001785075,0.003669499,0.0001043499,0.9528425,0.04299693,0.000007143768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004392942,0.009824229,0.7583466,0.01529641,0.0008509418,0.0002807527,0.0002300427,0.0003513819,0.2104266],"genre_scores_gemma":[0.3924958,0.01453965,0.5485193,0.004914297,0.001151492,0.002123915,0.0005965763,0.000339412,0.03531956],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009180949,"threshold_uncertainty_score":0.04264396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04812557992912518,"score_gpt":0.209014784793828,"score_spread":0.1608892048647028,"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."}}