{"id":"W4308713246","doi":"10.24908/pceea.vi.15914","title":"Leaders in Isolation: Impacts of the COVID-19 Pandemic on Engineers’ Leadership Identities","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Pandemic; Identity (music); Agency (philosophy); Coronavirus disease 2019 (COVID-19); Leadership style; Public relations; Leadership studies; Sociology; Leadership; Political science; Shared leadership; Social science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007131319,0.0001017396,0.0001212135,0.0003503873,0.0001823709,0.00002015825,0.0003817995,0.00008809606,0.0003519462],"category_scores_gemma":[0.0008583597,0.00009434111,0.00008656358,0.0007407657,0.00003235158,0.00012397,0.0000212809,0.0003797353,0.000008382727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002905021,"about_ca_system_score_gemma":0.0006960888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009269646,"about_ca_topic_score_gemma":0.00707453,"domain_scores_codex":[0.9989619,0.00002110163,0.0002847696,0.0001368103,0.0003451407,0.0002502542],"domain_scores_gemma":[0.9992239,0.0001208669,0.0003081821,0.0001058783,0.0001392324,0.0001019784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001033298,0.0000661722,0.8839021,0.000181296,0.00005811356,6.409303e-8,0.02280371,0.01959006,0.0004215522,0.02965787,0.04321777,0.00009095109],"study_design_scores_gemma":[0.0003832087,0.0000693708,0.9397433,0.0001336229,0.00003922822,0.000019353,0.02939549,0.001320311,0.0005586657,0.0009768924,0.02703806,0.0003224926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775603,0.0002124244,0.000007787319,0.0150503,0.002645411,0.0003665032,0.00004621983,0.0000311386,0.00407995],"genre_scores_gemma":[0.9926735,0.000006985901,0.00001562256,0.001801127,0.00009584425,0.00006872567,0.000006774575,0.00001578341,0.005315639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05584119,"threshold_uncertainty_score":0.9973277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08147396981102085,"score_gpt":0.311619680896609,"score_spread":0.2301457110855882,"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."}}