{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000426021,0.000107009,0.0001242975,0.00004073235,0.00003344036,0.00004412954,0.00007100327,0.00004254413,0.0005084823],"category_scores_gemma":[0.0000214355,0.0001143787,0.00005136264,0.0001455374,0.000009625041,0.00005330156,0.0000101806,0.00007717421,0.0003256723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004096829,"about_ca_system_score_gemma":0.00004743586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002184971,"about_ca_topic_score_gemma":0.000002615026,"domain_scores_codex":[0.9994136,0.00001179243,0.0001598221,0.0001185028,0.0001143132,0.0001819359],"domain_scores_gemma":[0.9996666,0.000014069,0.00001245017,0.0001352643,0.00007090109,0.0001007025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008272516,0.0004675619,0.002006699,0.0007955726,0.0009965738,0.0003713806,0.006669355,0.1133046,0.6133962,0.01756705,0.1970684,0.04734827],"study_design_scores_gemma":[0.0007490226,0.00002159694,0.02670029,0.0002747417,0.0000600296,0.0001647599,0.002135692,0.003866402,0.6127003,0.0004335121,0.3517671,0.00112654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8594224,0.00587742,0.04685693,0.0004817159,0.01526702,0.0002485076,0.00004332383,0.001632072,0.07017061],"genre_scores_gemma":[0.9948087,0.0002907952,0.002510455,0.0001519844,0.0002178556,0.00002115523,0.00003039302,0.00002823635,0.001940388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546987,"threshold_uncertainty_score":0.5567524,"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."}}