{"id":"W4281726398","doi":"10.20935/al5435","title":"Canadian Leaders' Perception of Effective Leadership Qualities","year":2022,"lang":"en","type":"article","venue":"Academia Letters","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nature versus nurture; World class; Perception; Class (philosophy); Institution; Sustainability; Political science; Strategic leadership; Public relations; Management; Leadership style; Business; Sociology; Psychology; Engineering; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002465711,0.0001756377,0.0002088273,0.001606315,0.009665458,0.003309667,0.0005563539,0.0006279118,0.009756294],"category_scores_gemma":[0.008724909,0.0001906035,0.0002189357,0.001547913,0.001804691,0.0007893299,0.001048092,0.001487954,0.0007509617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02893132,"about_ca_system_score_gemma":0.04228459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9471475,"about_ca_topic_score_gemma":0.9795135,"domain_scores_codex":[0.9970441,0.0003211464,0.00006237479,0.0001191406,0.00143204,0.001021219],"domain_scores_gemma":[0.9870712,0.0009127979,0.0009490094,0.0001230825,0.006846615,0.004097245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004008541,0.0003831908,0.5407621,0.0003096112,0.00005374515,0.001271974,0.2777217,0.000576504,0.003607895,0.02327929,0.08464262,0.06699058],"study_design_scores_gemma":[0.00005105845,0.0002648015,0.5300316,0.0002414142,0.00003134755,0.0002248412,0.3552964,0.000541745,0.0005876601,0.0008084278,0.1117942,0.0001265184],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878871,0.0004111612,0.0002615481,0.006462206,0.0001772461,0.00008226925,0.0003570752,0.00002842372,0.113349],"genre_scores_gemma":[0.9878376,0.0003796375,0.00009935913,0.0005320135,0.0000127897,0.00001634995,0.0001078257,0.000007207091,0.0110072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05285251,"threshold_uncertainty_score":0.2099124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04504516083118475,"score_gpt":0.3226329263194417,"score_spread":0.277587765488257,"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."}}