{"id":"W4414986918","doi":"10.1002/iis2.70032","title":"A Systems Engineering Framework for Navigating Complexity","year":2025,"lang":"en","type":"article","venue":"INCOSE International Symposium","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Complexity management; Popularity; Complex system; Work (physics); System of systems; Chaotic","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002318238,0.0001531541,0.0001826513,0.00005849456,0.00005867886,0.00009708767,0.0003378255,0.0001110179,0.000005508922],"category_scores_gemma":[0.0001758934,0.0001664109,0.00008166319,0.0001704322,0.00001707336,0.0000715431,0.0000495455,0.0001992549,0.000009372933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001905057,"about_ca_system_score_gemma":0.000009141729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003434145,"about_ca_topic_score_gemma":0.000001291011,"domain_scores_codex":[0.999174,0.000007927017,0.0003228808,0.0001747929,0.0001174297,0.0002030005],"domain_scores_gemma":[0.9990529,0.0005745243,0.00003501892,0.0002144757,0.00009064023,0.00003243758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004560708,0.00001395769,0.0001331356,0.000221647,0.000150454,0.000001026388,0.00007165682,0.5618952,0.01604347,0.4194181,0.0008646531,0.001182117],"study_design_scores_gemma":[0.0002500744,0.00001062861,0.000405323,0.000636657,0.00001826584,0.00001188242,0.00007778936,0.9267309,0.004823497,0.007553607,0.05922321,0.0002582086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02714933,0.0003356109,0.9638295,0.0005830585,0.004945239,0.0004024404,0.00007115644,0.0007882249,0.001895415],"genre_scores_gemma":[0.9146518,0.00002858513,0.08400804,0.00003988119,0.0004819904,0.0006147713,0.00003582098,0.00003348611,0.0001056483],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8875024,"threshold_uncertainty_score":0.6786041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588354237784164,"score_gpt":0.3221102166580858,"score_spread":0.2862266742802441,"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."}}