{"id":"W4250383676","doi":"10.18260/1-2--32628","title":"Determining the Dependencies of Engineering Competencies for Engineering Practice: An Exploratory Case Study","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; University of Manitoba","funders":"","keywords":"Accreditation; Engineering education; Teamwork; Health systems engineering; Exploratory research; Engineering; Engineering management; Medical education; Management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000245498,0.0002041392,0.0002002251,0.00006756989,0.0000598267,0.00004888292,0.0002021222,0.00004000024,0.00001335818],"category_scores_gemma":[0.0002947997,0.0001689406,0.00004840218,0.0002382422,0.000009192104,0.0003551276,0.00003639047,0.0001524025,0.000003289857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004163248,"about_ca_system_score_gemma":0.00003288604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005981423,"about_ca_topic_score_gemma":0.00001155417,"domain_scores_codex":[0.9990842,0.00001363016,0.0003302585,0.0001678369,0.0001781542,0.0002259393],"domain_scores_gemma":[0.9992437,0.0002540339,0.0000368809,0.0001985926,0.0001335999,0.0001331691],"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":[0.000007662606,0.0002395072,0.001999125,0.0005244847,0.0002888793,0.0001156181,0.06378999,0.9239208,0.004781566,0.0006494886,0.0007175452,0.002965325],"study_design_scores_gemma":[0.0008036472,0.0003422266,0.00170325,0.00003279417,0.0001000229,0.0002001534,0.09765218,0.8838376,0.004309108,0.000001020965,0.01041431,0.0006037133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313703,0.0001334159,0.06662432,0.00009841002,0.0004742324,0.0005826316,0.000005061016,0.0006288791,0.00008271999],"genre_scores_gemma":[0.9804392,0.000006600257,0.01914444,0.00007084756,0.0001059097,0.00017209,0.000003667913,0.0000523502,0.000004844706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04906892,"threshold_uncertainty_score":0.6889199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278820297019253,"score_gpt":0.2605089535256651,"score_spread":0.2277207505554726,"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."}}