{"id":"W7111667596","doi":"","title":"In Extremis: An international Perspective on Military Leadership Training in Extreme Situations","year":2025,"lang":"","type":"article","venue":"RIT Scholar Works (Rochester Institute of Technology)","topic":"Military History and Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethos; Training (meteorology); Perspective (graphical); Shared leadership; Leadership style; Experiential learning; Psychological resilience; Neuroleadership; Leadership studies","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001910736,0.000445422,0.0006669623,0.002882159,0.0005453643,0.00005899061,0.001747634,0.001315709,0.0002269742],"category_scores_gemma":[0.001522686,0.0005482438,0.0001964719,0.003274406,0.002309208,0.003675219,0.0001505028,0.003017162,0.00002187942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001782593,"about_ca_system_score_gemma":0.001180741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220619,"about_ca_topic_score_gemma":0.02955199,"domain_scores_codex":[0.9961386,0.0003534606,0.001061992,0.001174212,0.0005130992,0.0007586726],"domain_scores_gemma":[0.9985284,0.0001067287,0.0001846454,0.0007758663,0.000276275,0.0001281221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007447461,0.002445504,0.009336902,0.0001547498,0.0002661985,0.0003870005,0.1359612,0.002610237,0.002058181,0.7361056,0.0003291194,0.1096007],"study_design_scores_gemma":[0.004605471,0.0005576275,0.02538351,0.007263846,0.00013629,0.00001426839,0.7002041,0.001012927,0.0005823376,0.1732441,0.08554824,0.001447341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8772482,0.01375347,0.0003387005,0.03444953,0.003445976,0.001017485,0.00002590602,0.0001767745,0.06954398],"genre_scores_gemma":[0.9939182,0.001243955,0.002493507,0.0005504411,0.0001441512,0.00008271289,0.00001516079,0.00001815517,0.001533657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5642429,"threshold_uncertainty_score":0.9999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303013607091504,"score_gpt":0.3349613910999195,"score_spread":0.2046600303907691,"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."}}