{"id":"W4411733415","doi":"10.1080/13651501.2025.2523291","title":"Loneliness and suicidal behaviour in military veterans","year":2025,"lang":"en","type":"article","venue":"International Journal of Psychiatry in Clinical Practice","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Loneliness; Psychiatry; Psychology; Clinical psychology","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":[0.0004566533,0.0001259447,0.0002066716,0.0005458093,0.0003568879,0.0004338318,0.0001284808,0.0002685422,0.001709717],"category_scores_gemma":[0.0035615,0.00006936443,0.0002648247,0.00038287,0.0001806465,0.0003326813,0.0003692658,0.0002944239,0.00007972788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002003551,"about_ca_system_score_gemma":0.0002387695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001959262,"about_ca_topic_score_gemma":0.003386122,"domain_scores_codex":[0.9996785,0.0001686574,0.00003646921,0.00002580982,0.0000582867,0.00003232482],"domain_scores_gemma":[0.9989462,0.0002251042,0.0005345782,0.00001641905,0.0001055234,0.0001721245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000147338,0.0001157117,0.9525987,0.000689643,0.0002401103,0.0003009597,0.001489269,0.00006165166,0.0001147137,0.0002982501,0.001670341,0.04227324],"study_design_scores_gemma":[0.000006811707,0.0001310816,0.995263,0.0005586683,0.00006254361,0.0008515792,0.001296893,0.00008950154,0.00002611989,0.0001971244,0.001510777,0.000005851236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592959,0.03466328,0.00008876326,0.001724297,0.0001000604,0.00001609408,0.0002358988,0.000005124102,0.003870677],"genre_scores_gemma":[0.9942602,0.005268381,0.00005464987,0.0001174179,0.00005735247,0.000008935855,0.00008001265,6.602004e-7,0.0001524301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001959262,"threshold_uncertainty_score":0.005719602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04691539828142199,"score_gpt":0.5216018422899674,"score_spread":0.4746864440085454,"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."}}