{"id":"W4411580334","doi":"10.1007/978-3-031-61125-4_13","title":"‘Strategic Allies’: Cultivating Allyship as a Tool to Help Build a Stronger and More Inclusive Military Culture","year":2025,"lang":"en","type":"book-chapter","venue":"The military and society","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Armed Forces; University of Ottawa","funders":"","keywords":"Political science; Sociology","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":[0.001250993,0.0004774559,0.0002038312,0.0005777029,0.004142182,0.00529047,0.0006999692,0.001201089,0.009217693],"category_scores_gemma":[0.00133484,0.0001914665,0.0001981827,0.0007411735,0.008185505,0.005220713,0.00421171,0.004350393,0.001934083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171585,"about_ca_system_score_gemma":0.002776693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441823,"about_ca_topic_score_gemma":0.007022425,"domain_scores_codex":[0.9991595,0.0005014048,0.00001231239,0.00006138594,0.0001342883,0.0001312749],"domain_scores_gemma":[0.9994398,0.0002015959,0.00004083671,0.00004878839,0.00004749496,0.0002213905],"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":[0.00001735316,0.00007793265,0.0005531447,0.0001209098,0.000007775786,0.0001185706,0.07556011,0.0001173903,0.001057616,0.773813,0.04929756,0.09925863],"study_design_scores_gemma":[0.000009014482,0.00007591466,0.001530316,0.0002675247,0.000008872154,0.0003065038,0.03429094,0.0003530203,0.0007212948,0.1957543,0.7666639,0.0000184347],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03386955,0.005580832,0.01013125,0.02351493,0.001531651,0.00003785074,0.00002021188,0.00008976723,0.9252239],"genre_scores_gemma":[0.6375293,0.006397407,0.01381897,0.007768144,0.0004891815,0.0001081372,0.00006658845,0.0002138089,0.3336085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009217693,"threshold_uncertainty_score":0.03083622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071308996071446,"score_gpt":0.2861990601761384,"score_spread":0.265485970215424,"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."}}