{"id":"W4415960373","doi":"10.1038/s41598-025-22710-y","title":"Predictors of adjustment to life after service among Canadian military veterans","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Military service; Military personnel; Mental health; Life satisfaction; Service member; Service (business); Random effects model; Order (exchange)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001126713,0.000402457,0.000293849,0.00130001,0.001754547,0.001042211,0.0007876074,0.0003223655,0.001701566],"category_scores_gemma":[0.00487666,0.0002016961,0.00070624,0.001778793,0.0005430927,0.0003003554,0.0008029929,0.0009688395,0.0001495224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009132944,"about_ca_system_score_gemma":0.01081788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9689091,"about_ca_topic_score_gemma":0.9724545,"domain_scores_codex":[0.9994438,0.00006447351,0.00002886391,0.00007147893,0.0001992676,0.0001920386],"domain_scores_gemma":[0.9988689,0.0001150947,0.0002467918,0.00006745193,0.0003660046,0.0003356589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006441965,0.00002167112,0.9932115,0.000007612212,0.00003517493,0.00001910869,0.0005749061,0.0002663533,0.00008670364,0.00009608107,0.0004793368,0.0051372],"study_design_scores_gemma":[0.000002236869,0.00001383011,0.9979774,0.000008705836,0.00001041028,0.00001748912,0.0006528804,0.0008196386,0.00002361849,0.00003776655,0.0004267286,0.000009221963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997391,0.0002459258,0.0001929008,0.0002181583,0.000009691148,0.00002627663,0.001234263,0.00001263721,0.0006691976],"genre_scores_gemma":[0.9980443,0.0001877134,0.0002099876,0.00001916411,0.000003468846,0.0000101092,0.00123256,0.000003932254,0.0002887771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03109086,"threshold_uncertainty_score":0.06626439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405809409852558,"score_gpt":0.3208619700931991,"score_spread":0.2968038759946735,"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."}}