{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007239636,0.00006418174,0.00009378461,0.0001144284,0.0005655391,0.00001130185,0.0002218636,0.00008889694,0.001373722],"category_scores_gemma":[0.00007020435,0.0000760538,0.00004145908,0.0002729488,0.0001858326,0.0001377239,0.00001752067,0.0004519599,0.00004699408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384291,"about_ca_system_score_gemma":0.0005780064,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2636356,"about_ca_topic_score_gemma":0.02289225,"domain_scores_codex":[0.9986231,0.000332882,0.0001415872,0.0001445939,0.0004436669,0.0003141106],"domain_scores_gemma":[0.9995971,0.0001199533,0.00007509487,0.00007267944,0.00002084857,0.0001143042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001194867,0.00001608669,0.07235975,0.00002091818,0.00002784991,0.000002618375,0.6847479,0.00008403598,0.002013722,0.006536037,0.226969,0.007210035],"study_design_scores_gemma":[0.0001504943,0.00001634714,0.1002075,0.00001104149,0.000007785115,6.882081e-7,0.4121557,7.649053e-7,0.0001765934,0.0001735874,0.4869368,0.0001627127],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8398333,0.00007704058,0.00002058852,0.1550645,0.0004884577,0.0002186114,0.00001114465,0.00002536748,0.004260925],"genre_scores_gemma":[0.9698699,0.00001443374,0.0001089627,0.02667197,0.0001748721,0.00009775505,0.000008779605,0.000006900331,0.003046496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2725923,"threshold_uncertainty_score":0.9995391,"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."}}