{"id":"W194544286","doi":"10.1007/978-1-4419-1393-7_17","title":"Engineers of Tomorrow: Holistic-Thinking System Engineers","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Engineering ethics; Systems thinking; Engineering; Workforce; Engineering management; Political science; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004418422,0.001022705,0.0003105104,0.000873032,0.001242849,0.003367262,0.0006596278,0.001122036,0.03157694],"category_scores_gemma":[0.0007004364,0.0004432504,0.0001960241,0.001137901,0.001125859,0.00371685,0.001300791,0.00214056,0.0118392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002237204,"about_ca_system_score_gemma":0.002588543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004971677,"about_ca_topic_score_gemma":0.02083867,"domain_scores_codex":[0.9996996,0.00005355681,0.00001345221,0.00005178218,0.0001489644,0.0000327154],"domain_scores_gemma":[0.9997451,0.0000661079,0.000009851913,0.0000254261,0.0001111117,0.00004237723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008832006,0.00002703032,0.0001219415,0.0001783537,0.00000466849,0.00006342806,0.001482765,0.0004406775,0.001096158,0.2045481,0.5019392,0.2900889],"study_design_scores_gemma":[0.000001250342,0.000004655479,0.0001032357,0.00009393887,0.000002010699,0.00007735576,0.0002297486,0.0002037579,0.000232858,0.02338611,0.975661,0.000003988651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002202485,0.05192787,0.0679067,0.01583136,0.005392032,0.00007342379,0.0001923741,0.001109079,0.8553647],"genre_scores_gemma":[0.01216182,0.01723098,0.0263582,0.002778972,0.0006505472,0.0000629787,0.0002036362,0.0003954229,0.9401573],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03157694,"threshold_uncertainty_score":0.1056353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003487670890517,"score_gpt":0.2375833653517895,"score_spread":0.1975484886428844,"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."}}