{"id":"W4403777048","doi":"10.12797/9788383681696.09","title":"Gender Diversity and Inclusion Efforts within the Canadian Armed Forces","year":2024,"lang":"en","type":"book-chapter","venue":"Ksiegarnia Akademicka Publishing eBooks","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Inclusion (mineral); Political science; Geography; Gender studies; Sociology; Law","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","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003240205,0.0005264607,0.0004533067,0.0004627029,0.01877259,0.002406575,0.001748948,0.001530073,0.0001719755],"category_scores_gemma":[0.0003463704,0.0004329658,0.0002332113,0.00007213385,0.0009775216,0.0006734956,0.009817288,0.002616751,0.00004112532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007705611,"about_ca_system_score_gemma":0.001884941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3533477,"about_ca_topic_score_gemma":0.8355766,"domain_scores_codex":[0.9961113,0.0001315524,0.0004618381,0.0008724234,0.00158312,0.0008397331],"domain_scores_gemma":[0.9978199,0.0002609479,0.0003383864,0.0005067894,0.0002589368,0.0008150112],"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":[0.000007599049,0.000002356765,0.0004794408,0.00007021248,0.0001364546,0.00006577539,0.264392,0.000001201751,0.000002393025,0.7217372,0.01092997,0.002175353],"study_design_scores_gemma":[0.0001187726,0.00001249323,0.0000950839,0.0001140115,0.0001585706,0.0000105439,0.002044353,0.00001873181,0.000002242618,0.3005259,0.6964865,0.000412736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005501055,0.002048025,0.000002601042,0.004988657,0.002117725,0.0007561719,0.00009297309,0.0002758856,0.9842169],"genre_scores_gemma":[0.5897498,0.0001005875,0.00001252839,0.00201418,0.0009747964,0.00001120075,0.00003600373,0.00006092225,0.4070399],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6855566,"threshold_uncertainty_score":0.9998122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519728667968913,"score_gpt":0.2551547024164923,"score_spread":0.2099574157368032,"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."}}