{"id":"W3183382889","doi":"10.1109/mpot.2021.3071107","title":"About Your Competitive Impulses","year":2021,"lang":"en","type":"article","venue":"IEEE Potentials","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magellan Aerospace (Canada); University of Manitoba","funders":"","keywords":"Balance (ability); Engineering; Engineering ethics; Competitive advantage; Computer science; Engineering management; Knowledge management; Business; Marketing; Psychology","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":[0.004444894,0.001018361,0.0007137579,0.00115574,0.0101831,0.0174221,0.001236692,0.00898884,0.09169839],"category_scores_gemma":[0.03167516,0.0002973157,0.00105882,0.0009872636,0.004460413,0.00828096,0.004324189,0.01592086,0.04848683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922556,"about_ca_system_score_gemma":0.00296915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002699751,"about_ca_topic_score_gemma":0.004093233,"domain_scores_codex":[0.9930477,0.001796545,0.0001549197,0.0004749421,0.003157444,0.001368514],"domain_scores_gemma":[0.9799511,0.00299976,0.001019452,0.0008594181,0.006578038,0.008592066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004220775,0.00007194524,0.0009493023,0.00006445398,0.00001603776,0.0002580284,0.002011667,0.00003527367,0.0002128585,0.01047834,0.9570419,0.0288179],"study_design_scores_gemma":[0.00001201899,0.00006640053,0.0005202123,0.0001324359,0.000007866792,0.0005396311,0.006954468,0.00004926875,0.0001223402,0.004747404,0.9868173,0.0000307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008732551,0.007386033,0.001506389,0.6673076,0.06947832,0.0000720366,0.000248952,0.0004638822,0.2448043],"genre_scores_gemma":[0.1091764,0.00868649,0.001477599,0.4405942,0.03556984,0.0001316362,0.0002939069,0.0006313064,0.4034386],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09169839,"threshold_uncertainty_score":0.3067616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055238785440627,"score_gpt":0.2354205702521869,"score_spread":0.2248681823977806,"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."}}