{"id":"W1911823626","doi":"10.1002/j.2334-5837.2014.00029.x","title":"Engineering Education – A Systems Dynamics View","year":2014,"lang":"en","type":"article","venue":"INCOSE International Symposium","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Dilemma; Dynamics (music); Simple (philosophy); System dynamics; Computer science; Management science; Engineering ethics; Engineering; Sociology; Artificial intelligence; Epistemology; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001970126,0.0001610261,0.0002664955,0.0003293105,0.00009332711,0.0008604339,0.001122149,0.00007393729,0.0002192809],"category_scores_gemma":[0.001535913,0.0001305553,0.0001301575,0.0003953485,0.00001842686,0.0003668194,0.0002262751,0.0001217859,0.001172814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000259604,"about_ca_system_score_gemma":0.00006875591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001912561,"about_ca_topic_score_gemma":0.00004711426,"domain_scores_codex":[0.996743,0.00009040597,0.0008786999,0.0004627279,0.001637641,0.0001874901],"domain_scores_gemma":[0.9972138,0.001037278,0.0003165443,0.0005740043,0.0007315864,0.0001267757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000230756,0.0001577595,0.00500507,0.00002296928,0.0000431527,0.000006099043,0.0002054868,0.02569764,0.001433705,0.8700389,0.02737718,0.069989],"study_design_scores_gemma":[0.0001256759,0.00001649716,0.001505688,0.000100434,0.000003359985,0.00008084111,0.00009114702,0.5479609,0.00001248717,0.005967252,0.443991,0.0001447797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1674889,0.001044143,0.4969295,0.005463076,0.04846364,0.0008292302,0.00006804286,0.0003863628,0.2793271],"genre_scores_gemma":[0.9910582,0.000004085445,0.0006882684,0.0002563051,0.000984541,0.00004091147,0.000009545543,0.00001830106,0.006939789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8640716,"threshold_uncertainty_score":0.9996049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03580619867495591,"score_gpt":0.3476869579237126,"score_spread":0.3118807592487567,"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."}}