Psychosocial factors associated with psychological distress and functional difficulties in recently transitioned and current serving regular Australian Defence Force members
Open accessAbstract
The transition period from military-to-civilian life can be one of the most significant and stressful periods in the military life cycle. We explore the psychosocial factors associated with psychological distress and functional impairment among those who recently transitioned from the Australian Defence Force (ADF) and those currently serving in 2015. Using data from the Transition and Wellbeing Research Programme, multinomial logistic regression models were used to analyze the associations between a combined measure of psychological distress and functional impairment (K10/SDS) with various psychosocial, lifestyle, and physical health factors. There were 10,210 in the final analytic cohort (Transitioned=3,254; Regular 2015 ADF=6,956). Overall, the odds of belonging to the highly distressed/impaired group were greatest among those with insomnia (Odds Ratio 18.53), low resilience (OR 7.67), physical health symptoms (OR 7.16), and alcohol risk (OR 4.67). Other factors included pain (OR 3.36), financial issues (OR 2.38), and social strain (OR 1.98). The associations with insomnia and physical health symptoms were stronger among the Transitioned compared to the Regular 2015 ADF. Results of this research highlights the importance of taking a multi-dimensional perspective of symptoms in military populations, particularly in those recently transitioned from permanent service, as predictors of future risk of disorder.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
An evidence-based adjustment and reintegration program has the potential to lessen the substantial burden of negative psychosocial outcomes in the veteran community that have been associated with transition out of military service.
“An evidence-based adjustment and reintegration program has the potential to lessen the substantial burden of negative psychosocial outcomes in the veteran community that have been associated with transition out of military service [15, 17, 18, 61].”
From Feasibility, acceptability, and initial outcomes of a psychological adjustment and reintegration program for transitioned military veterans (2024) · cites this paper as [61]
The Introduction links transition out of military service to psychosocial adjustment problems, and the Discussion says screening and interventions during transition may modify the emerging risk of disorder. The paper does not assess an evidence-based adjustment and reintegration program or establish that such a program could lessen the broader burden of negative psychosocial outcomes. Page numbers are unavailable in our copy. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
SAUNDERS, J. B., AASLAND, O. G., BABOR, T. F., DE LA FUENTE, J. R., & GRANT, M. (1993) · Addiction · doi:10.1111/j.1360-0443.1993.tb02093.x · Cited by 13,482 · cited 2× · see citing works
“Lifestyle Factors: Alcohol problems (AUDIT: score 0-15 = low risk vs. 16-40 = high risk) (Saunders et al., 1993), smoking status (no/previous vs. current), physical activity (IPAQ: inactive vs. HEPA active/minimally active) (IPAQ, 2002), obesity (calculated BMI: 30 = not obese vs. ≥30 = obese)…”
KESSLER, R. C., ANDREWS, G., COLPE, L. J., HIRIPI, E., MROCZEK, D. K., NORMAND, S.-L. T., WALTERS, E. E., & ZASLAVSKY, A. M. (2002) · Psychological Medicine · doi:10.1017/s0033291702006074 · Cited by 10,327 · see citing works
Validation of the Insomnia Severity Index as an outcome measure for insomnia research
Bastien, C. (2001) · Sleep Medicine · doi:10.1016/s1389-9457(00)00065-4 · Cited by 8,067 · see citing works
The brief resilience scale: Assessing the ability to bounce back
Smith, B. W., Dalen, J., Wiggins, K., Tooley, E., Christopher, P., & Bernard, J. (2008) · International Journal of Behavioral Medicine · doi:10.1080/10705500802222972 · Cited by 6,439 · see citing works
Anxiety disorders in primary care: prevalence, impairment, comorbidity, and detection
Kroenke, K., Spitzer, R. L., Williams, J. B. W., Monahan, P. O., & Löwe, B. (2007) · Annals of Internal Medicine · doi:10.7326/0003-4819-146-5-200703060-00004 · Cited by 4,741 · see citing works
Grading the severity of chronic pain
Von Korff, M., Ormel, J., Keefe, F. J., & Dworkin, S. F. (1992) · Pain · doi:10.1016/0304-3959(92)90154-4 · Cited by 3,022 · see citing works
Relationship of resilience to personality, coping, and psychiatric symptoms in young adults
Campbell‐Sills, L., Cohan, S. L., & Stein, M. B. (2005) · Behaviour Research and Therapy · doi:10.1016/j.brat.2005.05.001 · Cited by 1,287 · see citing works
Substance Use Disorders in Patients With Posttraumatic Stress Disorder: A Review of the Literature
Jacobsen, L. K., Southwick, S. M., & Kosten, T. R. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.8.1184 · Cited by 1,050 · see citing works
International Physical Activity Questionnaire
Fogelholm, M., Malmberg, J. J., Suni, J. H., Santtila, M., Kyröläinen, H., Mäntysaari, M., & Oja, P. (2006) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000194075.16960.20 · Cited by 977 · see citing works
Thomas, J. L., Wilk, J. E., Riviere, L. A., McGurk, D., Castro, C. A., & Hoge, C. W. (2010) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2010.54 · Cited by 935 · see citing works
McGorry, P. D., Hickie, I. B., Yung, A. R., Pantelis, C., & Jackson, H. J. (2006) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/j.1440-1614.2006.01860.x · Cited by 919 · see citing works
Sheehan, D. V. (1984) · Medical Entomology and Zoology · Cited by 883 · see citing works
Place of chronic insomnia in the course of depressive and anxiety disorders
Ohayon, M. M., & Roth, T. (2003) · Journal of Psychiatric Research · doi:10.1016/s0022-3956(02)00052-3 · Cited by 873 · see citing works
Sleep disturbances as the hallmark of PTSD: where are we now?
Germain, A. (2013) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2012.12040432 · Cited by 634 · see citing works
Fear, N. T., Jones, M., Murphy, D., Hull, L., Iversen, A. C., Coker, B., Machell, L., Sundin, J., Woodhead, C., Jones, N., et al. (2010) · The Lancet · doi:10.1016/s0140-6736(10)60672-1 · Cited by 586 · see citing works
Psychological Trauma and Functional Somatic Syndromes: A Systematic Review and Meta-Analysis
Afari, N., Ahumada, S. M., Wright, L. J., Mostoufi, S., Golnari, G., Reis, V., & Cuneo, J. G. (2014) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000010 · Cited by 572 · see citing works
Sayer, N. A., Noorbaloochi, S., Frazier, P., Carlson, K., Gravely, A., & Murdoch, M. (2010) · Psychiatric Services · doi:10.1176/ps.2010.61.6.589 · Cited by 527 · see citing works
Karam, E. G., Friedman, M. J., Hill, E. D., Kessler, R. C., McLaughlin, K. A., Petukhova, M., Sampson, L., Shahly, V., Angermeyer, M. C., Bromet, E. J., et al. (2014) · Depression and Anxiety · doi:10.1002/da.22169 · Cited by 446 · see citing works
Trends in self-reported sleep duration among US adults from 1985 to 2012
Ford, E. S., Cunningham, T. J., & Croft, J. B. (2015) · Sleep · doi:10.5665/sleep.4684 · Cited by 424 · see citing works
Ritterband, L. M., Thorndike, F. P., Ingersoll, K. S., Lord, H. R., Gonder-Frederick, L., Frederick, C., Quigg, M. S., Cohn, W. F., & Morin, C. M. (2017) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2016.3249 · Cited by 325 · see citing works
The Cost–Utility of Screening for Depression in Primary Care
Valenstein, M., Vijan, S., Zeber, J. E., Boehm, K., & Buttar, A. (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-134-5-200103060-00007 · Cited by 268 · see citing works
Epidemiological evidence about the relationship between ptsd and alcohol abuse
McFARLANE, A. C. (1998) · Addictive Behaviors · doi:10.1016/s0306-4603(98)00098-7 · Cited by 259 · see citing works
Self-citationWhen Veterans Return: The Role of Community in Reintegration
Demers, A. (2011) · Journal of Loss and Trauma · doi:10.1080/15325024.2010.519281 · Cited by 246 · see citing works
Veterans seeking treatment for posttraumatic stress disorder: What about comorbid chronic pain?
Shipherd, J. C., Keyes, M., Jovanovic, T., Ready, D. J., Baltzell, D., Worley, V., Gordon-Brown, V., Hayslett, C., & Duncan, E. (2007) · The Journal of Rehabilitation Research and Development · doi:10.1682/jrrd.2006.06.0065 · Cited by 230 · see citing works
Beyond war and PTSD: The crucial role of transition stress in the lives of military veterans
Mobbs, M. C., & Bonanno, G. A. (2017) · Clinical Psychology Review · doi:10.1016/j.cpr.2017.11.007 · Cited by 201 · see citing works
Coll, J. E., Weiss, E. L., Yarvis, J. S., & Oh, H. (2011) · Social Work in Health Care · doi:10.1080/00981389.2010.528727 · Cited by 184 · see citing works
Glozier, N., Martiniuk, A., Patton, G., Ivers, R., Li, Q., Hickie, I., Senserrick, T., Woodward, M., Norton, R., & Stevenson, M. (2010) · Sleep · doi:10.1093/sleep/33.9.1139 · Cited by 177 · see citing works
van Liempt, S., van Zuiden, M., Westenberg, H., Super, A., & Vermetten, E. (2013) · Depression and Anxiety · doi:10.1002/da.22054 · Cited by 163 · see citing works
Support for the mutual maintenance of pain and post-traumatic stress disorder symptoms
Liedl, A., O'Donnell, M. L., Creamer, M., Silove, D. M., McFARLANE, A. C., Knaevelsrud, C., & Bryant, R. A. (2009) · Psychological Medicine · doi:10.1017/s0033291709991310 · Cited by 138 · see citing works
Self-citationLife in and after the Armed Forces: social networks and mental health in the UK military
Hatch, S. L., Harvey, S. B., Dandeker, C., Burdett, H., Greenberg, N., Fear, N. T., & Wessely, S. (2013) · Sociology of Health & Illness · doi:10.1111/1467-9566.12022 · Cited by 132 · cited 1× · see citing works
“Much of the international research on ex-serving military members has consistently highlighted higher rates of disorder and poorer mental and physical health and wellbeing outcomes among those who have transitioned (compared to those who remain in service) (Hatch et al., 2013; Jones et al., 2013; Pinder et al., 2012;…”
BackgroundSuicides in the Military: The Post-Modern Combat Veteran and the Hemingway Effect
Castro, C. A., & Kintzle, S. M. (2014) · Current Psychiatry Reports · doi:10.1007/s11920-014-0460-1 · Cited by 127 · see citing works
Pietrzak, R. H., Goldstein, M. B., Malley, J. C., Johnson, D. C., & Southwick, S. M. (2009) · Depression and Anxiety · doi:10.1002/da.20574 · Cited by 121 · see citing works
Reintegration Challenges in U.S. Service Members and Veterans Following Combat Deployment
Sayer, N. A., Carlson, K. F., & Frazier, P. A. (2014) · Social Issues and Policy Review · doi:10.1111/sipr.12001 · Cited by 120 · see citing works
Service Life and Beyond – Institution or Culture?
Bergman, B. P., Burdett, H. J., & Greenberg, N. (2014) · The RUSI Journal · doi:10.1080/03071847.2014.969946 · Cited by 110 · see citing works
The impact of PTSD symptoms on physical and mental health functioning in returning veterans.
Asnaani, A., Reddy, M. K., & Shea, M. (2014) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2014.01.005 · Cited by 88 · see citing works
Military Culture and the Transition to Civilian Life: Suicide Risk and Other Considerations
Pease, J. L., Billera, M., & Gerard, G. (2016) · Social Work · doi:10.1093/sw/swv050 · Cited by 83 · see citing works
The Need to Take a Staging Approach to the Biological Mechanisms of PTSD and its Treatment
McFARLANE, A. C., Lawrence-Wood, E., Hooff, M. V., Malhi, G. S., & Yehuda, R. (2017) · Current Psychiatry Reports · doi:10.1007/s11920-017-0761-2 · Cited by 82 · see citing works
Self-citationLongitudinal study of resilience and mental health in Marines leaving military service
Hourani, L., Bender, R. H., Weimer, B., Peeler, R., Bradshaw, M., Lane, M., & Larson, G. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.01.008 · Cited by 81 · cited 1× · see citing works
“reported that higher resilience scores were a protective factor for functional impairment (Hourani et al., 2012).”
BackgroundJones, M., Sundin, J., Goodwin, L., Hull, L., Fear, N. T., Wessely, S. C., & Rona, R. J. (2012) · Psychological Medicine · doi:10.1017/s0033291712002619 · Cited by 77 · see citing works
Post-traumatic stress disorder and coping after a natural disaster
Spurrell, M., & McFARLANE, A. C. (1993) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/bf00797323 · Cited by 74 · see citing works
Self-citationHarvey, S. B., Hatch, S. L., Jones, M., Hull, L., Jones, N., Greenberg, N. L., Dandeker, C., Fear, N. T., & Wessely, S. C. (2011) · Annals of Epidemiology · doi:10.1016/j.annepidem.2011.05.004 · Cited by 73 · see citing works
Mental Health and Comorbidities in U.S. Military Members
Crum‐Cianflone, N. F., Powell, T. M., LeardMann, C. A., Russell, D. W., & Boyko, E. J. (2016) · Military Medicine · doi:10.7205/milmed-d-15-00187 · Cited by 73 · see citing works
“Are You a Veteran?” Understanding of the Term “Veteran” among UK Ex-Service Personnel
Burdett, H. J., Woodhead, C., Iversen, A. C., Wessely, S. C., Dandeker, C., & Fear, N. T. (2012) · Armed Forces & Society · doi:10.1177/0095327x12452033 · Cited by 72 · see citing works
Gaizo, A. L. D., Elhai, J. D., & Weaver, T. L. (2011) · Psychiatry Research · doi:10.1016/j.psychres.2011.03.016 · Cited by 71 · see citing works
From services to civilian: The geographies of veterans’ post-military lives
Herman, A., & Yarwood, R. (2014) · Geoforum · doi:10.1016/j.geoforum.2014.02.001 · Cited by 61 · see citing works
Killgore, W. D. S., Stetz, M. C., Castro, C. A., & Hoge, C. W. (2006) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2006.02.012 · Cited by 56 · see citing works
Substance Use and Psychological Distress Before and After the Military to Civilian Transition
Derefinko, K. J., Hallsell, T. A., Isaacs, M. B., García, F. I. S., Colvin, L. W., Bursac, Z., McDevitt‐Murphy, M. E., Murphy, J. G., Little, M. A., Talcott, G. W., et al. (2018) · Military Medicine · doi:10.1093/milmed/usx082 · Cited by 49 · see citing works
Perceived Insufficient Rest or Sleep among Veterans: Behavioral Risk Factor Surveillance System 2009
Faestel, P. M., Littell, C. T., Vitiello, M. V., Forsberg, C. W., & Littman, A. J. (2013) · Journal of Clinical Sleep Medicine · doi:10.5664/jcsm.2754 · Cited by 42 · see citing works
Housing Instability and Mental Distress among US Veterans
Bossarte, R. M., Blosnich, J. R., Piegari, R. I., Hill, L. L., & Kane, V. R. (2013) · American Journal of Public Health · doi:10.2105/ajph.2013.301277 · Cited by 42 · see citing works
Wilhelm, K. A., Finch, A. W., Davenport, T. A., & Hickie, I. B. (2008) · Medical Journal of Australia · doi:10.5694/j.1326-5377.2008.tb01873.x · Cited by 38 · see citing works
Self-harm and attempted suicide among UK Armed Forces personnel: Results of a cross-sectional survey
Pinder, R. J., Iversen, A. C., Kapur, N., Wessely, S. C., & Fear, N. T. (2011) · International Journal of Social Psychiatry · doi:10.1177/0020764011408534 · Cited by 36 · see citing works
Villatte, J. L., O’Connor, S. S., Leitner, R., Kerbrat, A. H., Johnson, L. L., & Gutierrez, P. M. (2015) · Military Behavioral Health · doi:10.1080/21635781.2015.1093981 · Cited by 31 · see citing works
Insomnia and symptoms of post-traumatic stress disorder among women veterans
Hughes, J., Jouldjian, S., Washington, D. L., Alessi, C. A., & Martin, J. L. (2013) · Behavioral Sleep Medicine · doi:10.1080/15402002.2012.683903 · Cited by 29 · see citing works
The Middle East Area of Operations (MEAO) Health Study: census study report
Dobson, A. J., Treloar, S. A., Zheng, W. Y., Anderson, R., Bredhauer, K., Kanesarajah, J., Loos, C., Pasmore, K., & Waller, M. (2013) · Cited by 26 · see citing works
McCarthy, M. S., Hoffmire, C. A., Brenner, L. A., & Nazem, S. (2019) · SLEEP · doi:10.1093/sleep/zsz094 · Cited by 25 · see citing works
Taylor, M. G., Ureña, S., Carr, D., & Min, S. N. (2019) · The journals of gerontology. Series B, Psychological sciences and social sciences · doi:10.1093/geronb/gby029 · Cited by 23 · see citing works
The influence of psychosocial factors in veteran adjustment to civilian life
Bowes, M. A., Ferreira, N., & Henderson, M. (2018) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2182 · Cited by 20 · see citing works
Ketcheson, F., King, L., & Richardson, J. D. (2018) · Journal of Military Veteran and Family Health · doi:10.3138/jmvfh.2017-0001 · Cited by 16 · see citing works
Davis, T. A., & Norrholm, S. D. (2013) · Journal of Psychology & Psychotherapy · doi:10.4172/2161-0487.s7-006 · Cited by 15 · see citing works
Wainwright, V., Mcdonnell, S., Lennox, C., Shaw, J. J., & Senior, J. (2016) · Psychology Crime and Law · doi:10.1080/1068316x.2016.1181175 · Cited by 11 · see citing works
Variation in Veteran Identity as a Factor in Veteran-Targeted Interventions
Hack, S. M., DeForge, B. R., & Lucksted, A. A. (2017) · Psychiatric Services · doi:10.1176/appi.ps.201600237 · Cited by 11 · see citing works
Liang, W., & Chikritzhs, T. N. (2013) · International Journal of Clinical Medicine · doi:10.4236/ijcm.2013.41010 · Cited by 9 · see citing works
Wilhelm, K. A. (2009) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2009.tb02361.x · Cited by 3 · see citing works
Ketcheson, F., King, L., & Richardson, J. D. (2018) · Journal of Military Veteran and Family Health · doi:10.3138/jmvfh.4.2017-0001 · Cited by 1 · see citing works
Flagged first, then by citations
1 of the 65 references couldn’t be matched to a known paper.
Research works printed but not linked: 6
- Hoge, C.W., Castro, C., Messer, S.C., McGurk, D., Cotting, D.I., Koffman, R.L., 2004. Combat duty in Iraq and Afghanistan, mental health problems and barriers to care. New England Journal of Medicine 351 (1), 13-22.
- Morin, C.M., Belleville, G., Belanger, L., Ivers, H., 2011. The Insomnia Severity Index: psychometric indicators to detect insomnia cases and evaluate treatment response. Sleep 34 (5), 601-608.
- Riviere, L.A., Kendall-Robbins, A., McGurk, D., Castro, C. A., Hoge, C. W., 2011. Coming home may hurt: risk factors for mental ill health in US reservists after deployment in Iraq. The British Journal of Psychiatry 198, 136-142.
- Schuster, T.L., Kessler, R.C., Aseltine, R.H., Jr., 1990. Supportive interactions, negative interactions, and depressed mood. American Journal of Community Psychology 18 (3), 423-438.
- Sheilds, D.M., Kuhl, D., Lutz, K., Freder, J., Baumann, N., Lopresti, P., 2016. Mental health and well- being of military veterans during military to civilian transition: review and analysis of the recent literature. Canadian Institute for Military and Veteran Health Research & Scientific Authority, Veterans Affairs Canada, Canada.
- Stinchfield, R., Govoni, R., & Frisch, G. R., 2007. A review of screening and assessment instruments for problem and pathological gambling. Research and Measurement Issues in Gambling Studies 1, 179-213.
Cited by
Sorted by citations
Prevalence of gambling problems, help-seeking, and relationships with trauma in veterans
Metcalf, O., Lawrence‐Wood, E., Baur, J., Hooff, M. V., Forbes, D., O'Donnell, M. L., Sadler, N., Hodson, S., Benassi, H. P., Varker, T., et al. (2022) · PLoS ONE · doi:10.1371/journal.pone.0268346 · Cited by 14 · see citing works
Self-citationRomaniuk, M., Saunders-Dow, E., Brown, K., & Batterham, P. J. (2024) · BMC Psychology · doi:10.1186/s40359-024-02097-7 · Cited by 7 · see citing works
“An evidence-based adjustment and reintegration program has the potential to lessen the substantial burden of negative psychosocial outcomes in the veteran community that have been associated with transition out of military service [15, 17, 18, 61].”
BackgroundA temporal analysis of mental health symptoms relative to separation from the military
Porter, B., Carey, F. R., Roenfeldt, K. A., Rull, R. P., & Castro, C. A. (2022) · Depression and Anxiety · doi:10.1002/da.23246 · Cited by 6 · see citing works
Davidson, C., Loughnan, A., & Murray, S. (2022) · Current Issues in Criminal Justice · doi:10.1080/10345329.2022.2048443
Madden, K., Sbisa, A. M., Dell, L., Hooff, M. V., McFARLANE, A. C., & Lawrence‐Wood, E. (2023) · Journal of Military Veteran and Family Health · doi:10.3138/jmvfh-2022-0082
Self-citationAdzrago, D., Elhabashy, M., & Williams, F. (2026) · Scientific Reports · doi:10.1038/s41598-026-45360-0
Hu, J., Alichniewicz, K., Guindalini, C., Tan, W. L. A., & Rioseco, P. (2026) · Military Psychology · doi:10.1080/08995605.2026.2722597
- Authors
- Hansen, C., McFarlane, A., Iannos, M., Sadler, N., Benassi, H., Lawrence-Wood, E., Hodson, S., Searle, A., & Van Hooff, M.
- Affiliations
- The University of Adelaide (AU)
- Department of Defence (AU)
- Australian National University (AU)
- Department of Veterans Affairs (AU)
- Corresponding author
- Hansen, Craig
- ORCID
- Venue
- Psychiatry Research
- Publisher
- Elsevier BV
- Published
- 2020-04
- Volume
- 286
- Pages
- 112860
- ISSN
- 0165-1781 (ISSN-L)
- OpenAlex
- W3006351582
- Cited by
- 7
- References
- 65
- Citations by year
- 2026: 2 · 2024: 1 · 2023: 1 · 2022: 3
- FWCI
- 1.52
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Psychiatry Research (publishedVersion)
- PubMed (publishedVersion)
- ANU Open Research (Australian National University) (submittedVersion, cc-by-nc-nd)
- Funders
- Department of Veterans' Affairs, Australian Government
- Department of Defence, Australian Government
- Topics
- Social Sciences › Education › Education and Military Integration
- Social Sciences › Psychology › Clinical Psychology › Posttraumatic Stress Disorder Research
- Health Sciences › Health Professions › Occupational Therapy › Occupational Health and Performance
- Keywords
- military-to-civilian transition, psychological distress, functional disability, psychosocial factors, Australian Defence Force, resilience, insomnia, somatic symptoms, alcohol risk, pain, financial stress, social strain, Kessler K10
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review