{"id":"W2165164836","doi":"10.3968/j.css.1923669720130904.2552","title":"Leadership in Public Sector: A Discussion from Theoretical and Practical Aspects","year":2013,"lang":"en","type":"article","venue":"Canadian social science","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public relations; Leadership; Neuroleadership; Public sector; Leadership style; Shared leadership; Servant leadership; Transactional leadership; Quality (philosophy); Corporate governance; Government (linguistics); Leadership studies; Work (physics); Public service; Psychology; Political science; Management; Economics; Epistemology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001848059,0.00006134637,0.00006236966,0.000199526,0.000323052,0.0006311895,0.00009146373,0.00004946746,0.003407053],"category_scores_gemma":[0.0003575545,0.00004633902,0.00001028018,0.0007417444,0.0005186822,0.001494516,0.00004025609,0.0001084177,0.0003103416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584354,"about_ca_system_score_gemma":0.0002293476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02166748,"about_ca_topic_score_gemma":0.03583806,"domain_scores_codex":[0.999173,0.000008801559,0.00008098598,0.0001987427,0.0002171993,0.0003212535],"domain_scores_gemma":[0.9997382,0.0000208215,0.0000246086,0.00005051863,0.00008258365,0.00008324977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[5.77884e-7,0.000006890008,0.2944281,0.000002138738,5.025566e-7,0.000005463895,0.0001184898,1.002667e-8,0.0003974635,0.7015893,0.001197454,0.0022536],"study_design_scores_gemma":[0.0001317211,0.00000149472,0.9723613,0.000005724928,0.000003693874,9.717683e-7,0.002690997,0.000128349,0.0000122067,0.0177558,0.006791899,0.0001158788],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7906169,0.00001185275,0.00003742272,0.1154649,0.0003531025,0.0002648184,0.000004498258,0.00004993323,0.09319658],"genre_scores_gemma":[0.9943355,3.444126e-7,0.00003765728,0.005275569,0.0002976413,0.000005744665,0.000004953525,0.00000616052,0.00003647033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6838335,"threshold_uncertainty_score":0.997504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04995488050598313,"score_gpt":0.2520989314959547,"score_spread":0.2021440509899716,"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."}}