{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002837967,0.00004572965,0.0001193887,0.00008612004,0.0002241078,0.000010747,0.0002460697,0.00001987916,0.0007124867],"category_scores_gemma":[0.0002780827,0.00003276281,0.00003805147,0.0002363936,0.0002372504,0.00006448138,0.00002665361,0.0002973159,9.040109e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005741039,"about_ca_system_score_gemma":0.0001433888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006922897,"about_ca_topic_score_gemma":0.0001502473,"domain_scores_codex":[0.9988562,0.0005291201,0.0002178965,0.00004186833,0.0002320279,0.0001228632],"domain_scores_gemma":[0.9990218,0.0005968884,0.0001903444,0.00005293347,0.000095453,0.00004257329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000139132,0.00008829276,0.01219187,0.00001947213,0.00003765748,0.000004090995,0.8751279,0.001584476,0.0001234327,0.02371899,0.0003712472,0.0865935],"study_design_scores_gemma":[0.0001269563,0.0002350699,0.004662648,0.00006610983,0.0000204645,0.00001633549,0.9660203,0.0001017173,0.0005688792,0.002648369,0.02545555,0.00007754444],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635332,0.006759239,0.0002180146,0.01436534,0.0004677674,0.0002867274,0.000003717714,0.00000877426,0.01435723],"genre_scores_gemma":[0.9989576,0.0003312759,0.00001738997,0.0002630451,0.00005608037,0.000002512839,2.389818e-7,0.000002804678,0.0003691014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09089251,"threshold_uncertainty_score":0.780123,"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."}}