{"id":"W6912005851","doi":"10.5281/zenodo.15622184","title":"Leadership Luminaries, Cross-cultural empirical analyses of leadership styles and practices","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leadership style; Point (geometry); Empirical research; Performance art; Leadership","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005796733,0.0001779559,0.0001695776,0.0004135443,0.001028512,0.004473216,0.0005068777,0.00007335869,0.00356276],"category_scores_gemma":[0.001242245,0.0001627301,0.00005598124,0.001041492,0.0005418849,0.002750207,0.0005396004,0.0002252729,0.001529405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003762883,"about_ca_system_score_gemma":0.000004990722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005518948,"about_ca_topic_score_gemma":0.000002220381,"domain_scores_codex":[0.9985011,0.00006945278,0.0002793718,0.0004285547,0.0003916279,0.0003299099],"domain_scores_gemma":[0.9989294,0.00006686343,0.0002133675,0.0002080968,0.0005499016,0.00003240963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002682862,0.000345049,0.001466493,0.007116684,0.0005839744,0.00008909297,0.003072968,0.0001799687,0.01045512,0.3904284,0.5364801,0.04951386],"study_design_scores_gemma":[0.0003108559,0.00005965664,0.008692528,0.0001185652,0.0001310485,0.00003002323,0.01738949,0.0008211351,0.0003775345,0.0008052929,0.9709766,0.0002872642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3882333,0.006838077,0.003235109,0.07429933,0.0007695594,0.0015402,0.0001549769,0.005367367,0.5195621],"genre_scores_gemma":[0.9962383,0.00006050806,0.00007160103,0.0007087799,0.0005390547,5.498611e-8,0.0006839448,0.0004386119,0.001259124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.608005,"threshold_uncertainty_score":0.999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.324935283422385,"score_gpt":0.3837577928473829,"score_spread":0.05882250942499784,"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."}}