{"id":"W4387457005","doi":"10.1108/ijpl-02-2023-0009","title":"Reflections on gaps in public sector leadership development theory","year":2023,"lang":"en","type":"article","venue":"International Journal of Public Leadership","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Public sector; Originality; Development theory; Leadership theory; Value (mathematics); Leadership development; Exploratory research; Public relations; Political science; Sociology; Economics; Transactional leadership; Social science; Computer science; Shared leadership; Qualitative research; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09460878,0.000499387,0.001120668,0.00553532,0.007226566,0.0147477,0.003340872,0.004216203,0.004927397],"category_scores_gemma":[0.08705663,0.000670217,0.0007100222,0.006059305,0.03370164,0.02083133,0.00968232,0.008615596,0.0005610946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01798423,"about_ca_system_score_gemma":0.02459016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00541027,"about_ca_topic_score_gemma":0.004723843,"domain_scores_codex":[0.9422005,0.04051314,0.003060078,0.002638699,0.008850504,0.002736969],"domain_scores_gemma":[0.7385059,0.2304811,0.006457726,0.006007801,0.01666635,0.001881074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004595555,0.00009976736,0.003316518,0.0015557,0.00001938494,0.0003827272,0.09253737,0.0007606114,0.00008424192,0.8209389,0.006151351,0.07410751],"study_design_scores_gemma":[0.00002365771,0.00009354256,0.002550954,0.007631061,0.00002135526,0.000489841,0.2545446,0.002146728,0.0003607638,0.6111478,0.1209348,0.00005483357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1198518,0.0926575,0.06860658,0.5811917,0.003036946,0.0002136305,0.0001648923,0.0001755724,0.1341014],"genre_scores_gemma":[0.9489084,0.02366657,0.01045196,0.01328829,0.0004397837,0.0002436353,0.00008029269,0.00005527601,0.002865697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09460878,"threshold_uncertainty_score":0.500345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2873570896101631,"score_gpt":0.3426311458323878,"score_spread":0.0552740562222247,"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."}}