{"id":"W4214681448","doi":"10.21810/jicw.v4i3.4196","title":"Effective Leadership in Times of Uncertainty","year":2022,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Officer; Presentation (obstetrics); Period (music); Political science; Leadership development; Key (lock); Public relations; Management; Psychology; Law; Medicine; Computer science; Computer security; Art; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01174681,0.0008395715,0.0007028191,0.001222691,0.0142098,0.01248813,0.001271155,0.004021067,0.01117298],"category_scores_gemma":[0.02741627,0.0004224118,0.0005293445,0.0007111067,0.009401525,0.008144318,0.01228588,0.009504297,0.00213625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005112031,"about_ca_system_score_gemma":0.008192748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002118722,"about_ca_topic_score_gemma":0.00562646,"domain_scores_codex":[0.980669,0.0109091,0.0003492931,0.0005781958,0.003298066,0.004196282],"domain_scores_gemma":[0.9828947,0.004290903,0.001729218,0.000621217,0.0024559,0.008008091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003209528,0.0002168044,0.004682928,0.0006477499,0.0001295915,0.004041023,0.1101279,0.002278485,0.001467002,0.2628044,0.4356241,0.1776591],"study_design_scores_gemma":[0.0000493787,0.0002362201,0.002750447,0.0007499184,0.00002096678,0.001052155,0.1288747,0.001067592,0.0005172927,0.1343437,0.7302414,0.00009621312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06075896,0.01490222,0.02872502,0.4636409,0.01911803,0.0002749456,0.0001071326,0.0004765191,0.4119963],"genre_scores_gemma":[0.9212165,0.00448419,0.005855389,0.02732235,0.003355292,0.0001981414,0.0000571281,0.0001390479,0.03737199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0142098,"threshold_uncertainty_score":0.06212384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755218286706691,"score_gpt":0.3657551691721661,"score_spread":0.190233340501497,"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."}}