{"id":"W4409982604","doi":"10.3138/jmvfh-2024-0051","title":"Diversifying theory and models for change: Why multiple frameworks better advance equity and belonging in the Canadian Armed Forces","year":2025,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forces College","funders":"","keywords":"Equity (law); Political science; Business; Economics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.04045777,0.001784344,0.001500756,0.009277896,0.0232547,0.02340667,0.005549812,0.003628963,0.005423473],"category_scores_gemma":[0.02902056,0.0006135815,0.001279964,0.00546537,0.1100195,0.02070033,0.01808297,0.007981378,0.0003620207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1237934,"about_ca_system_score_gemma":0.1049682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6297693,"about_ca_topic_score_gemma":0.6318059,"domain_scores_codex":[0.9778606,0.01292652,0.0005763957,0.001681583,0.004049423,0.002905532],"domain_scores_gemma":[0.9827378,0.007421575,0.0008662136,0.001896273,0.004434292,0.002643832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000155089,0.00002126437,0.001486617,0.0001714385,0.00002330626,0.00008473371,0.0337067,0.0006344818,0.00004398065,0.9396537,0.002683297,0.02147497],"study_design_scores_gemma":[0.00002537746,0.00002629493,0.002518574,0.001366573,0.00005219491,0.00006461576,0.07491115,0.002043819,0.0001305807,0.8411716,0.07763454,0.0000547193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08146732,0.056856,0.06057274,0.3588582,0.00230645,0.0003710267,0.0001946978,0.0002819973,0.4390916],"genre_scores_gemma":[0.9679042,0.006661207,0.01653729,0.003871326,0.0001976623,0.0001994782,0.00006134081,0.00007456614,0.004492884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3702307,"threshold_uncertainty_score":0.8981881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0765012108185685,"score_gpt":0.3668774528878824,"score_spread":0.2903762420693139,"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."}}