{"id":"W4400076998","doi":"10.3138/jmvfh-2023-0086","title":"Narratives of transformation and recovery in New Zealand Defence Force personnel accessing mental health support","year":2024,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Mental health; Transformation (genetics); Psychology; Political science; Public relations; Psychiatry; Art; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003958858,0.0006321251,0.0004648275,0.00104049,0.007208403,0.003752281,0.0008853231,0.001422333,0.003668671],"category_scores_gemma":[0.01107916,0.0004243281,0.0003730232,0.0008441657,0.008799136,0.004177746,0.006667896,0.003234384,0.0003228835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005840265,"about_ca_system_score_gemma":0.004304159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06167444,"about_ca_topic_score_gemma":0.1084263,"domain_scores_codex":[0.9968555,0.001931085,0.00012773,0.0001318043,0.0004497734,0.0005040347],"domain_scores_gemma":[0.994872,0.00272334,0.0008685093,0.0001803782,0.0004563009,0.0008994534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002489968,0.000007466914,0.001937804,0.00005135276,0.000003080023,0.0005777525,0.9945382,0.00001352436,0.0002430509,0.0005617482,0.0005366157,0.001504473],"study_design_scores_gemma":[0.000002576769,0.00001698693,0.002781159,0.0001296938,0.000003137951,0.0003400956,0.9863445,0.00003508717,0.000080367,0.0001900704,0.0100642,0.00001221017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828495,0.001317855,0.0005527555,0.004940699,0.0001048316,0.00005026898,0.00008916692,0.00001098022,0.01008391],"genre_scores_gemma":[0.9956684,0.00104471,0.0002937527,0.0004204932,0.00002478622,0.0000361164,0.00004502305,0.00001769396,0.002448937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06167444,"threshold_uncertainty_score":0.1226309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890696755242912,"score_gpt":0.3851153928173167,"score_spread":0.3462084252648875,"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."}}