{"id":"W4417185632","doi":"10.1007/978-3-031-51650-4_127-1","title":"Vanguard Leadership in Western and Non-Western Contexts","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Political Conflict and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Vanguard; Context (archaeology); Politics; Covert; Mainstream; Face (sociological concept)","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":[0.0005229693,0.0002145935,0.0001313388,0.0004429617,0.002250286,0.005037923,0.0003986903,0.0007781601,0.01414021],"category_scores_gemma":[0.0007295332,0.00009728131,0.00008916446,0.001006814,0.002714687,0.00189995,0.001640481,0.001535867,0.001867444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074427,"about_ca_system_score_gemma":0.001932643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00533017,"about_ca_topic_score_gemma":0.01938969,"domain_scores_codex":[0.999653,0.0001354705,0.000007716681,0.0000360965,0.00008353432,0.00008413281],"domain_scores_gemma":[0.9998236,0.00007344993,0.00001376093,0.00001302608,0.00002149336,0.00005475133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001700908,0.0000196348,0.0003231185,0.00004844959,0.000001829555,0.00005974651,0.01028458,0.000106671,0.0001673103,0.9086787,0.02397627,0.05631664],"study_design_scores_gemma":[0.000006391708,0.0000302507,0.001876506,0.0003380583,0.000003406801,0.0001036611,0.0106025,0.0002179297,0.0003101931,0.1574212,0.8290831,0.00000670182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01006684,0.006821777,0.00116496,0.003025963,0.0003686893,0.00001463338,0.00001576254,0.00001884375,0.9785025],"genre_scores_gemma":[0.3558669,0.006037132,0.001581867,0.001513973,0.0001912457,0.00004966051,0.00006395928,0.00006511238,0.6346301],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01414021,"threshold_uncertainty_score":0.04730374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09980273493018521,"score_gpt":0.3219931865119865,"score_spread":0.2221904515818013,"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."}}