Cited by 7Resilience and Mental HealthHealth disparities and outcomesChild and Adolescent Psychosocial and Emotional Development

The prospective association of adolescent loneliness and low resilience with anxiety and depression in young adulthood: The HUNT study

Open access
Parlikar, Nayan, Strand, Linn Beate, Kvaløy, Kirsti, Espnes, Geir Arild, Moksnes, Unni Karin·2025·Social Psychiatry and Psychiatric Epidemiology

Published version of a preprint

Abstract

Background: Loneliness is a recognized risk factor for anxiety and depression, yet research on its interaction with low resilience remains sparse, particularly across the adolescent-to-adult transition. This study investigates how adolescent loneliness, both independently and in interaction with low resilience, influences anxiety and depression in young adulthood. Methods: This study utilized longitudinal data from The Trøndelag Health Study (HUNT) to track adolescents (13–19 years) from Young-HUNT3 (2006-08) through to HUNT4 (2017-19). Loneliness was assessed via a single-item measure, while resilience was estimated using the Resilience Scale for Adolescents. Anxiety and depression outcomes at the 11-year follow-up were measured using the Hospital Anxiety and Depression Scale. Multivariable logistic regression analyses were done to analyze the associations. Moreover, interaction effects were evaluated using relative excess risk due to interaction (RERI). Results: Loneliness during adolescence independently predicted anxiety and depression in young adulthood. Adolescents experiencing both loneliness and low resilience showed notably higher risks compared to other groups (highly resilient adolescents without loneliness [reference], highly resilient adolescents with loneliness, and adolescents with low resilience and low loneliness). The combined effect of loneliness and low resilience exhibited a synergistic interaction on the additive scale, although it was not statistically significant (RERI 0.13, 95% CI -2.39-2.65). Conclusion: Adolescent loneliness and low resilience independently predict anxiety and depression in young adulthood. The interaction between loneliness and low resilience further heightens these risks. This underscores the importance of early interventions that focus on resilience-building during adolescence and reducing the impacts of loneliness on mental health.

AI snapshot

Written from the paper’s full text.

TL;DR

In a Norwegian HUNT cohort followed from adolescence to young adulthood, adolescent loneliness and low resilience each predicted later anxiety and depression symptoms. The combination of loneliness and low resilience was associated with the highest risks, but evidence for a synergistic additive interaction was weak and not statistically significant.

Key findings

  • Among 2,293 participants, baseline loneliness prevalence was 8.2% (N=189); at 11-year follow-up, anxiety prevalence was 16.6% (N=380) and depression prevalence was 6.1% (N=141).
  • Loneliness independently predicted anxiety and depression. For anxiety (HADS-A), “Often” loneliness had OR 2.52 (95% CI 1.47–4.34) and “Very often” had OR 2.42 (95% CI 1.32–4.45) in Model II; for depression (HADS-D), “Often” had OR 2.45 (95% CI 1.20–4.99).
  • Low resilience was associated with later symptoms in Model I, e.g. anxiety OR 1.79 (95% CI 1.39–2.31), depression OR 2.85 (95% CI 1.99–4.09), and HADS-T OR 2.91 (95% CI 1.96–4.30), but estimates attenuated after confounder adjustment.
  • Joint exposure to loneliness and low resilience showed higher odds: for HADS-A OR 2.11 (95% CI 1.28–3.47), HADS-D OR 2.31 (95% CI 1.17–4.55), and HADS-T OR 2.57 (95% CI 1.26–5.23). Additive interaction for HADS-T was RERI 0.13 (95% CI -2.39–2.65), not statistically significant; multiplicative interaction was negative.

Methods

  • Prospective cohort using The Trøndelag Health Study (HUNT): adolescents aged 13–19 from Young-HUNT3 (2006–08) followed to HUNT4 (2017–19); of 8,199 in Young-HUNT3, 2,293 (29%) attended HUNT4.
  • Exposures: loneliness measured by a single item (“Are you lonely?”), resilience measured with 8 items from the Resilience Scale for Adolescents (READ), with low resilience defined at ≤25th percentile (cut-off 3.625). Outcomes: anxiety and depression symptoms measured by Hospital Anxiety and Depression Scale (HADS), using cut-offs HADS-A ≥8, HADS-D ≥8, HADS-T ≥19.
  • Analyses: multivariable logistic regression across three models adjusting for age, gender, SES, family relationship, school satisfaction, self-esteem, and resilience/loneliness; joint associations assessed with four exposure subgroups and relative excess risk due to interaction (RERI), plus multiplicative interaction and sensitivity analyses.

Limitations

  • Paper-stated limitations include self-report bias, possible selection bias from non-participation/absenteeism, single-item loneliness measurement, dichotomization of loneliness and resilience, residual confounding, uncertainty about baseline mutual influence/reverse causality, HADS as a screening tool rather than clinical diagnosis, and substantial attrition with complete-case analysis due to missing data.
  • The paper notes that loneliness may be underreported due to social stigma and that the loneliness measure cannot distinguish “rarely lonely” from “never lonely.”
  • Evident from the text: the interaction estimate was imprecise with wide confidence intervals, and the authors themselves state the evidence for synergy was weak and should be interpreted carefully.

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Integrity signals

Registry

Crossref · 10.1007/s00127-025-02888-2

Cites

104 of 104 references verified0 citation errors · 0 not checkable

Statistics

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Claims the paper makes

41 of 74 cited sources checked · 11 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    The limited prospective studies available have short follow-up periods, limiting the ability to capture long-term effects.

    “Moreover, these limited prospective studies available have short follow-up periods, limiting the ability to capture long-term effects [18].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [18] McClelland H, Evans JJ, Nowland R, Ferguson E, O’Connor RC (2020) Loneliness as a predictor of suicidal ideation and behaviour: a systematic review and meta-analysis of prospective studies. J Affect Disord 274:880–896 source

      The Follow-Up Duration section (under “Insert Table 2 here”; page unavailable) reports that only six studies followed participants beyond five years, supporting the point that long-term evidence was limited. But follow-up ranged up to 12 years, and the paper does not say that short follow-up periods prevented it from capturing long-term effects. (LLM, conf=0.84)

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  • Premisecitation

    Loneliness represents a risk factor for depression.

    “Research shows that loneliness represents a risk factor for depression [12, 13]”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [12] Beutel ME, Klein EM, Brähler E et al (2017) Loneliness in the general population: prevalence, determinants and relations to mental health. BMC Psychiatry 17(1):1–7 source
    • cites [13] Cacioppo JT, Hawkley LC, Thisted RA (2010) Perceived social isolation makes me Sad: 5-year cross-lagged analyses of loneliness and depressive symptomatology in the Chicago health, aging, and social relations study. Psychol Aging 25(2):453 source
  • Premisecitation

    Loneliness is associated with anxiety.

    “and is also associated with anxiety [12, 14].”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [12] Beutel ME, Klein EM, Brähler E et al (2017) Loneliness in the general population: prevalence, determinants and relations to mental health. BMC Psychiatry 17(1):1–7 source
    • cites [14] Muyan M, Chang EC, Jilani Z, Yu T, Lin J, Hirsch JK (2016) Loneliness and negative affective conditions in adults: is there any room for hope in predicting anxiety and depressive symptoms? J Psychol 150(3):333–341 source
  • Premisecitation

    Loneliness and isolation can diminish resilience, leaving individuals more vulnerable to anxiety and depression.

    “Consequently, loneliness and isolation can diminish resilience, leaving individuals more vulnerable to anxiety and depression [99].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [99] Haddadi P, Besharat MA (2010) Resilience, vulnerability and mental health. Procedia-Social Behav Sci 5:639–642 source

      The Discussion (page not provided) reports that resilience is negatively correlated with depression and anxiety. The paper does not examine loneliness or isolation as causes of reduced resilience, and it notes that its correlational method limits causal interpretations. (LLM, conf=0.88)

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  • Premisecitation

    Weighting does not fully remove bias when missingness relates to the outcome.

    “Weighting does not fully remove bias when missingness relates to the outcome [111].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [111] Carpenter JR, Smuk M (2021) Missing data: A statistical framework for practice. Biom J 63(5):915–947. https://doi.org/10.1002/bimj.202000196 source

      The Inverse probability weighting section says weighting will not always eliminate bias, which supports the concern in the claim. But it also gives an example where weighting eliminates bias even though missingness depends on the data value; the claim overstates a possibility as an invariable result. (LLM, conf=0.88)

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  • May combine two claims. 31
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  • The quote only partly states this claim. 3
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    Premisecitation

    The burden of mental illness in young adulthood often stems from factors experienced during adolescence, with loneliness being a significant, yet understudied factor.

    “The burden of mental illness in young adulthood often stems from factors experienced during adolescence, with loneliness being a significant, yet understudied factor [9, 10].”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [9] Solmi M, Radua J, Olivola M et al (2022) Age at onset of mental disorders worldwide: large-scale meta-analysis of 192 epidemiological studies. Mol Psychiatry 27(1):281–295. https://doi.org/10.1038/s41380-021-01161-7 source

      The Discussion (page unavailable) reports that many adult mental disorders originate early and that pooled onset peaks in mid-to-late adolescence. This supports an adolescent origin for some later mental illness, but the paper does not establish that the burden in young adulthood stems from factors experienced during adolescence, or identify loneliness as a significant, understudied factor. (LLM, conf=0.84)

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    • cites [10] Beutel ME, Klein EM, Brähler E et al (2017) Loneliness in the general population: prevalence, determinants and relations to mental health. BMC Psychiatry 17:1–7 source

      The Results and Discussion associate loneliness with depression, anxiety and suicidal ideation, and the Discussion calls for more research on its mental-health impact in people under 35. The paper does not establish that mental illness in young adulthood often stems from experiences during adolescence; it explicitly says its cross-sectional study cannot support causal conclusions. The indexed passages provide section labels but no page numbers. (LLM, conf=0.86)

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    Premisecitation

    There remains a gap in understanding the long-term effects of loneliness on mental health into adulthood.

    “While previous research has established the link between loneliness and mental health problems [16–18], there remains a gap in understanding the long-term effects of loneliness on mental health into adulthood [19].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [19] Kehusmaa J, Ruotsalainen H, Männikkö N et al (2022) The association between the social environment of childhood and adolescence and depression in young adulthood - A prospective cohort study. J Affect Disord 305:37–46. https://doi.org/10.1016/j.jad.2022.02.067 source

      Section 4.2 says there has been a lack of studies on childhood loneliness and depression in young adulthood, particularly regarding gender differences. That supports a gap in knowledge about a long-term association, but the cited passage concerns depression specifically, not mental health outcomes broadly. (LLM, conf=0.83)

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    Premisecitation

    Loneliness can lead to a lack of social support and meaningful connections, further exacerbating feelings of distress and contributing to the onset of anxiety and depression.

    “Research shows that loneliness can lead to a lack of social support and meaningful connections, further exacerbating feelings of distress and contributing to the onset of anxiety and depression [15].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [15] Wang J, Mann F, Lloyd-Evans B, Ma R, Johnson S (2018) Associations between loneliness and perceived social support and outcomes of mental health problems: a systematic review. BMC Psychiatry 18(1):1–16 source

      The Discussion (Main findings; page not provided) reports that greater loneliness is associated with more severe depression and anxiety symptoms, and the Background links missing close relationships with distress. The review examines outcomes among people with existing mental health problems; it does not establish that loneliness causes a lack of social support or contributes to the onset of anxiety or depression. (LLM, conf=0.87)

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    Premisecitation

    Resilience is negatively correlated with anxiety and depression, suggesting it may protect against these conditions by buffering risk factors.

    “Research shows resilience is negatively correlated with anxiety and depression,, suggesting it may protect against these conditions by buffering risk factors [37–43].”
    Quote in the paperSubstantial claim2 of 7 sources checked
    • cites [37] Wingo AP, Wrenn G, Pelletier T, Gutman AR, Bradley B, Ressler KJ (2010) Moderating effects of resilience on depression in individuals with a history of childhood abuse or trauma exposure. J Affect Disord 126(3):411–414 source

      The Results report that higher resilience was associated with lower depressive symptom severity and moderated the association between other trauma exposure and depression. The study examined depression in a highly traumatized population; it does not report a resilience–anxiety correlation or show that resilience buffers risk factors for anxiety. (LLM, conf=0.88)

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    • cites [38] Ding H, Han J, Zhang M, Wang K, Gong J, Yang S (2017) Moderating and mediating effects of resilience between childhood trauma and depressive symptoms in Chinese children. J Affect Disord 211:130–135. https://doi.org/10.1016/j.jad.2016.12.056 source
    • cites [39] Poole JC, Dobson KS, Pusch D (2017) Childhood adversity and adult depression: the protective role of psychological resilience. Child Abuse Negl 64:89–100. https://doi.org/10.1016/j.chiabu.2016.12.012 source
    • cites [40] Hu T, Zhang D, Wang J (2015) A meta-analysis of the trait resilience and mental health. Pers Indiv Differ 76:18–27 source
    • cites [41] Shapero BG, Farabaugh A, Terechina O et al (2019) Understanding the effects of emotional reactivity on depression and suicidal thoughts and behaviors: moderating effects of childhood adversity and resilience. J Affect Disord 245:419–427 source
    • cites [42] Navrady L, Adams M, Chan S, Ritchie S, McIntosh A (2018) Genetic risk of major depressive disorder: the moderating and mediating effects of neuroticism and psychological resilience on clinical and self-reported depression. Psychol Med 48(11):1890–1899 source

      The Results (Moderation; page not provided) report an inverse association between resilience and clinical and self-reported depression. The paper does not establish the claimed association with anxiety. It also found no resilience-by-genetic-risk interaction for depression, although its Discussion suggests resilience may mitigate genetic risk through mediation. (LLM, conf=0.87)

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    • cites [43] Schulz A, Becker M, Van der Auwera S et al (2014) The impact of childhood trauma on depression: does resilience matter? Population-based results from the study of health in Pomerania. J Psychosom Res 77(2):97–103. https://doi.org/10.1016/j.jpsychores.2014.06.008 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The READ can be used during all of adolescence, from 14 to 15 years of age up to 18 to 20 years of age.

    “Furthermore, several studies support the use of the scale during all of adolescence, from 14 to 15 years of age up to 18 to 20 years of age.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [54] von Soest T, Mossige S, Stefansen K, Hjemdal O (2010) A validation study of the resilience scale for adolescents (READ). J Psychopathol Behav Assess 32:215–225 source
    • cites [55] Kelly Y, Fitzgerald A, Dooley B (2017) Validation of the resilience scale for adolescents (READ) in Ireland: a multi-group analysis. Int J Methods Psychiatr Res 26(2):e1506 source
    • cites [56] Moksnes UK, Haugan G (2018) Validation of the resilience scale for adolescents in Norwegian adolescents 13–18 years. Scand J Caring Sci 32(1):430–440 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A failure to form intimate relationships during adolescence can heighten the risk of experiencing loneliness.

    “A failure to form such intimate relationships during this developmental stage can heighten the risk of experiencing loneliness [24, 25].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [24] Sundqvist A, Hemberg J (2021) Adolescents’ and young adults’ experiences of loneliness and their thoughts about its alleviation. Int J Adolescence Youth 26(1):238–255 source
    • cites [25] Hemberg J, Östman L, Korzhina Y, Groundstroem H, Nyström L, Nyman-Kurkiala P (2022) Loneliness as experienced by adolescents and young adults: an explorative qualitative study. Int J Adolescence Youth 27(1):362–384 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Adolescence is a phase of major biological, psychological, social, and cognitive transitions, making adolescents more vulnerable to loneliness than those in later life stages.

    “Adolescence is a phase of major biological, psychological, social, and cognitive transitions, making adolescents more vulnerable to loneliness than those in later life stages [22, 23]”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [22] Franssen T, Stijnen M, Hamers F, Schneider F (2020) Age differences in demographic, social and health-related factors associated with loneliness across the adult life span (19–65 years): a cross-sectional study in the Netherlands. BMC Public Health 20(1):1–12 source

      The Background (page not specified) links loneliness to age-specific life goals and transitions, which supports the general life-stage framing. But the study examines adults aged 19–65, not adolescents, and does not establish that biological, psychological, social and cognitive transitions make adolescents lonelier than people in later life stages. (LLM, conf=0.85)

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    • cites [23] Balážová M, Gallová I, Praško J, Šlepecký M, Kotianová A (2017) Family environment as predictor of adolescents’ loneliness. Eur Psychiatry 41(S1):S82–S source

      The Introduction in the Abstract says adolescents are particularly vulnerable to loneliness as they become more independent of family and form peer relationships. It does not describe biological, psychological, and cognitive transitions or compare adolescents’ vulnerability with people in later life stages. (LLM, conf=0.85)

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    Interpretationcitation

    Our findings align with studies by Kehusmaa et al. and Xerxa et al., linking childhood and adolescent loneliness with anxiety and depression in young adulthood.

    “Our findings align with studies by Kehusmaa et al. [29] and Xerxa et al. [30], linking childhood and adolescent loneliness with anxiety and depression in young adulthood.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [29] Kehusmaa J, Ruotsalainen H, Männikkö N et al (2022) The association between the social environment of childhood and adolescence and depression in young adulthood-A prospective cohort study. J Affect Disord 305:37–46 source

      Section 4.2 reports that childhood loneliness was associated with depression in young adulthood only among boys, while adolescent loneliness was associated with depression in both genders. It does not report an association with anxiety in young adulthood; it mentions anxiety only as a possible mechanism that may increase depression risk. Page numbers were not provided in our copy. (LLM, conf=0.90)

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    • cites [30] Xerxa Y, Rescorla LA, Shanahan L, Tiemeier H, Copeland WE (2023) Childhood loneliness as a specific risk factor for adult psychiatric disorders. Psychol Med 53(1):227–235 source
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    Premisecitation

    Several cross-sectional studies across different age groups have highlighted resilience's protective role.

    “Several cross-sectional studies across different age groups have highlighted resilience’s protective role.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [92] Zhang X, Brown AM, Rhubart DC (2023) Can resilience buffer the effects of loneliness on mental distress among working-age adults in the united States during the COVID-19 pandemic? A latent moderated structural modeling analysis. Int J Behav Med 30(6):790–800 source

      The Results and Discussion report that psychological resilience was associated with less mental distress and weakened the relationship between loneliness and distress. The Discussion identifies this as a cross-sectional study of U.S. working-age adults. Although the paper discusses other studies, it does not establish that several cross-sectional studies across different age groups found this protective role. (LLM, conf=0.84)

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    • cites [93] Skrove M, Romundstad P, Indredavik MS (2013) Resilience, lifestyle and symptoms of anxiety and depression in adolescence: the Young-HUNT study. Soc Psychiatry Psychiatr Epidemiol 48:407–416 source
    • cites [94] Zhao X, Zhang D, Wu M et al (2018) Loneliness and depression symptoms among the elderly in nursing homes: A moderated mediation model of resilience and social support. Psychiatry Res 268:143–151 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Individuals with low psychological resilience seem to have compromised control of brain circuits involved in emotion and fear and poor cortico-limbic inhibition, representing a dysregulated emotional response to stress that may result in elevated cortisol exposure.

    “Moreover, individuals with low psychological resilience seem to have compromised control of brain circuits involved in emotion and fear [97] and poor cortico-limbic inhibition, representing a dysregulated emotional response to stress that may result in elevated cortisol exposure [98].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [97] Southwick SM, Charney DS (2012) The science of resilience: implications for the prevention and treatment of depression. Science 338(6103):79–82 source
    • cites [98] Gupta A, Love A, Kilpatrick LA et al (2017) Morphological brain measures of cortico-limbic Inhibition related to resilience. J Neurosci Res 95(9):1760–1775 source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

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    Premisecitation

    Junker et al. showed that loneliness, often accompanied by anxiety and depression, increased self-harm hospitalization risk among Norwegian adolescents.

    “Similarly, Junker et al. [75] showed that loneliness, often accompanied by anxiety and depression, increased self-harm hospitalization risk among Norwegian adolescents.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [75] Junker A, Bjørngaard JH, Bjerkeset O (2017) Adolescent health and subsequent risk of self-harm hospitalisation: a 15-year follow-up of the Young-HUNT cohort. Child Adolesc Psychiatry Mental Health 11(1):1–14 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Beutel et al. highlighted a strong association between loneliness and generalized anxiety and depression, especially among middle and late adulthood individuals.

    “Additionally, Beutel et al. [12] highlighted a strong association between loneliness and generalized anxiety and depression, especially among middle and late adulthood individuals.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [12] Beutel ME, Klein EM, Brähler E et al (2017) Loneliness in the general population: prevalence, determinants and relations to mental health. BMC Psychiatry 17(1):1–7 source

      The Results report associations of loneliness with depression (OR = 1.91) and generalized anxiety (OR = 1.21). They do not establish that these associations are especially strong in middle or late adulthood; the Discussion instead says younger age groups were more affected by loneliness. (LLM, conf=0.88)

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    Premisecitation

    Loneliness affects youth's diurnal cortisol, potentially causing chronic increases in cortisol in young adulthood, leading to higher risks of depression, anxiety, inflammation, and other adverse health outcomes.

    “Loneliness affects youth’s diurnal cortisol, a key stress hormone [83, 84], potentially causing chronic increases in cortisol in young adulthood, leading to higher risks of depression, anxiety, inflammation, and other adverse health outcomes [85–87].”
    Quote in the paperNot a substantial claim3 of 5 sources checked
    • cites [83] Adam EK, Quinn ME, Tavernier R, McQuillan MT, Dahlke KA, Gilbert KE (2017) Diurnal cortisol slopes and mental and physical health outcomes: A systematic review and meta-analysis. Psychoneuroendocrinology 83:25–41 source

      The Discussion (§4.1; page unavailable) reports that flatter diurnal cortisol slopes are associated with depression, immune/inflammatory outcomes, and other poorer health outcomes. The Results (§3.3; page unavailable) find no significant association with anxiety and note a trend in the opposite direction. The paper does not establish that loneliness in youth causes chronically elevated cortisol in young adulthood or that such an increase leads to those outcomes. (LLM, conf=0.88)

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    • cites [84] Doane LD, Adam EK (2010) Loneliness and cortisol: momentary, day-to-day, and trait associations. Psychoneuroendocrinology 35(3):430–441 source
    • cites [85] Nederhof E, Marceau K, Shirtcliff EA, Hastings PD, Oldehinkel AJ (2015) Autonomic and adrenocortical interactions predict mental health in late adolescence: the TRAILS study. J Abnorm Child Psychol 43:847–861 source
    • cites [86] Ruttle PL, Javaras KN, Klein MH, Armstrong JM, Burk LR, Essex MJ (2013) Concurrent and longitudinal associations between diurnal cortisol and body mass index across adolescence. J Adolesc Health 52(6):731–737 source

      The Methods and Discussion describe diurnal cortisol measurements in adolescents and their association with BMI, not loneliness. Searches for loneliness, chronic cortisol increases in young adulthood, and the stated depression, anxiety, and inflammation risks found no passage establishing the claimed chain of effects. The reported lower cortisol levels associated with higher BMI do not, by themselves, contradict a claim about loneliness. (LLM, conf=0.76)

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    • cites [87] Jopling E, Rnic K, Tracy A, LeMoult J (2021) Impact of loneliness on diurnal cortisol in youth. Psychoneuroendocrinology 132:105345 source
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    Premisecitation

    Lonelier individuals may exhibit disrupted emotional regulation, leading to increased negative emotions and a higher propensity for risky health behaviors, which could impact future mental health outcomes.

    “Lonelier individuals may exhibit disrupted emotional regulation, leading to increased negative emotions and a higher propensity for risky health behaviors, which could impact future mental health outcomes [90].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [90] Matthews T, Danese A, Caspi A et al (2019) Lonely young adults in modern Britain: findings from an epidemiological cohort study. Psychol Med 49(2):268–277 source

      The Results (Correlates of loneliness in young adulthood; page unavailable) associate loneliness with negative coping strategies, depression and anxiety, less physical activity, and daily smoking. The paper does not establish disrupted emotional regulation as the mechanism or show that these behaviours lead to future mental health outcomes; its Discussion raises concern about later physical health outcomes instead. (LLM, conf=0.86)

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    Premisecitation

    Stickley et al. reported higher odds of headaches, anxiety, and depressive symptoms among lonely adolescents.

    “For instance, Stickley et al. [26] reported higher odds of headaches, anxiety, and depressive symptoms among lonely adolescents.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [26] Stickley A, Koyanagi A, Koposov R et al (2016) Loneliness and its association with psychological and somatic health problems among Czech, Russian and US adolescents. BMC Psychiatry 16(1):1–11 source
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    Premisecitation

    The pathway between loneliness and anxiety and depression involves psychological, biological, and social factors.

    “The pathway between loneliness and anxiety and depression involves psychological, biological, and social factors [77, 78].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [77] Lim MH, Eres R, Vasan S (2020) Understanding loneliness in the twenty-first century: an update on correlates, risk factors, and potential solutions. Soc Psychiatry Psychiatr Epidemiol 55:793–810 source
    • cites [78] Umberson D, Karas Montez J (2010) Social relationships and health: A flashpoint for health policy. J Health Soc Behav 51(1suppl):S54–S66 source

      The Psychosocial and Physiological Explanations sections describe social, psychological, and physiological mechanisms linking social ties to health. But Future Research says the causal mechanisms linking social isolation to poor health remain poorly understood; the paper does not establish this three-part pathway specifically between loneliness and anxiety or depression. Page numbers were not available in our copy. (LLM, conf=0.83)

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    Premisecitation

    Lonelier individuals experience poorer sleep quality in young adulthood, potentially worsening their long-term mental health.

    “Additionally, lonelier individuals experience poorer sleep quality in young adulthood, potentially worsening their long-term mental health [91].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [91] Matthews T, Danese A, Gregory AM, Caspi A, Moffitt TE, Arseneault L (2017) Sleeping with one eye open: loneliness and sleep quality in young adults. Psychol Med 47(12):2177–2186 source

      The Discussion reports a modest but robust association between loneliness and poorer sleep quality in young adults. The Conclusions suggest possible physical health problems in later life, but do not say that poorer sleep may worsen long-term mental health; the Discussion says longitudinal research is needed to test long-term effects. (LLM, conf=0.87)

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    Premisecitation

    Zhao et al. found resilience mediated the link between loneliness and depression in the elderly, while studies on working-age adults and Norwegian adolescents showed resilience moderated this relationship.

    “For instance, Zhao et al. found resilience mediated the link between loneliness and depression in the elderly, while studies on working-age adults and Norwegian adolescents showed resilience moderated this relationship [92–94].”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites [92] Zhang X, Brown AM, Rhubart DC (2023) Can resilience buffer the effects of loneliness on mental distress among working-age adults in the united States during the COVID-19 pandemic? A latent moderated structural modeling analysis. Int J Behav Med 30(6):790–800 source

      The Results section (‘The Buffering Effects of Psychological Resilience and Perceived Social Support’; page unavailable) reports that psychological resilience moderated the association between loneliness and mental distress in working-age adults. The Measures section defines mental distress as a combined depression-and-anxiety symptom measure, so this paper does not establish moderation of a depression-specific outcome. The elderly and Norwegian adolescent findings are attributed to other studies in the citation group. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [93] Skrove M, Romundstad P, Indredavik MS (2013) Resilience, lifestyle and symptoms of anxiety and depression in adolescence: the Young-HUNT study. Soc Psychiatry Psychiatr Epidemiol 48:407–416 source
    • cites [94] Zhao X, Zhang D, Wu M et al (2018) Loneliness and depression symptoms among the elderly in nursing homes: A moderated mediation model of resilience and social support. Psychiatry Res 268:143–151 source
  • May combine two claims.

    Premisecitation

    Chronic stress associated with loneliness dysregulates biological systems, including the HPA axis and immune system, which are crucial in the onset and persistence of anxiety and depression.

    “Moreover, the chronic stress associated with loneliness dysregulates biological systems, including the hypothalamic-pituitary-adrenal (HPA) axis and the immune system, which are crucial in the onset and persistence of anxiety and depression [80–82].”
    Quote in the paperNot a substantial claim3 of 3 sources checked
    • cites [80] Yanguas J, Pinazo-Henandis S, Tarazona-Santabalbina FJ (2018) The complexity of loneliness. Acta Biomed 89(2):302–314. https://doi.org/10.23750/abm.v89i2.7404 source

      In “Loneliness and health” (page not provided), the paper links loneliness and chronic social isolation to increased HPA-axis activity, immune and inflammatory changes, and symptoms of anxiety and depression. It does not establish that dysregulation of those systems is crucial to the onset and persistence of both disorders; that causal claim is stronger than the paper’s account. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [81] Hawkley LC, Hughes ME, Waite LJ, Masi CM, Thisted RA, Cacioppo JT (2008) From social structural factors to perceptions of relationship quality and loneliness: the Chicago health, aging, and social relations study. Journals Gerontol Ser B: Psychol Sci Social Sci 63(6):S375–S84 source

      The Discussion (page unavailable) reports prior findings linking loneliness to a greater morning rise in cortisol and to gene-transcription changes favoring inflammation. The Results section on stress exposure associates chronic stress with loneliness, but the paper does not establish that loneliness-related chronic stress dysregulates those systems or that this pathway causes the onset or persistence of anxiety and depression. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [82] Hawkley LC, Cole SW, Capitanio JP, Norman GJ, Cacioppo JT (2012) Effects of social isolation on glucocorticoid regulation in social mammals. Horm Behav 62(3):314–323 source

      The Discussion (page not specified) says persistent isolation can lead to HPA dysregulation and changes that heighten the risk of inflammatory processes and reduced immune responses. The Humans section also reports associations between loneliness and impaired immunity. The paper does not establish that these changes are crucial to the onset or persistence of anxiety and depression. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Loneliness can lead to negative cognitive patterns, such as rumination and self-criticism, which are linked to anxiety and depression.

    “Loneliness can lead to negative cognitive patterns, such as rumination and self-criticism, which are linked to anxiety and depression [14, 79].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [14] Muyan M, Chang EC, Jilani Z, Yu T, Lin J, Hirsch JK (2016) Loneliness and negative affective conditions in adults: is there any room for hope in predicting anxiety and depressive symptoms? J Psychol 150(3):333–341 source
    • cites [79] Mushtaq R, Shoib S, Shah T, Mushtaq S (2014) Relationship between loneliness, psychiatric disorders and physical health? A review on the psychological aspects of loneliness. J Clin Diagn Res 8(9):We01–4. https://doi.org/10.7860/jcdr/2014/10077.4828 source

      The Introduction (page not provided) links loneliness in people who are also depressed with negative feelings and negative judgments of personality attributes. The Psychiatric Disorders and Loneliness section also reports more depressive symptoms among lonely people. The copy does not describe rumination, establish that loneliness leads to these cognitive patterns, or link them to anxiety. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Maes et al. found a positive association between loneliness and social anxiety symptoms across childhood and adolescence.

    “Moreover, a multilevel meta-analysis by Maes et al. [74] found a positive association between loneliness and social anxiety symptoms across childhood and adolescence.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [74] Maes M, Nelemans SA, Danneel S et al (2019) Loneliness and social anxiety across childhood and adolescence: multilevel meta-analyses of cross-sectional and longitudinal associations. Dev Psychol 55(7):1548 source
  • May combine two claims.

    Premisecitation

    Loneliness and social isolation during adolescence precipitate a state of vulnerability or social frailty, rendering individuals more susceptible to adverse outcomes.

    “Likewise, loneliness and social isolation during adolescence precipitate a state of vulnerability or social frailty [80], rendering individuals more susceptible to adverse outcomes.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [80] Yanguas J, Pinazo-Henandis S, Tarazona-Santabalbina FJ (2018) The complexity of loneliness. Acta Biomed 89(2):302–314. https://doi.org/10.23750/abm.v89i2.7404 source

      The 'Loneliness and health' section links loneliness and social isolation to frailty and adverse health outcomes. But its discussion of frailty concerns older adults, not adolescence, and describes associations or risk factors rather than establishing that isolation precipitates social frailty in adolescents. Page numbers are unavailable in our copy. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Mental health may have played a role in attrition, with those experiencing anxiety or depression being less likely to participate.

    “Mental health may have played a role, with those experiencing anxiety or depression being less likely to participate [110].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [110] Langhammer A, Krokstad S, Romundstad P, Heggland J, Holmen J (2012) The HUNT study: participation is associated with survival and depends on socioeconomic status, diseases and symptoms. BMC Med Res Methodol 12:1–14 source

      The Discussion section (‘Influence on incidence and prevalence estimates’; page unavailable) says depression appears to restrict participation more than anxiety. It reports higher anxiety-symptom prevalence among participants than the prevalence of anxiety diagnoses in the background population, while cautioning that these measures cannot be directly compared. Thus it supports a possible role for depression, but not the claim that people experiencing anxiety were also less likely to participate. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Self-reported measures of loneliness have been shown to be equally reliable and valid as other forms of assessment.

    “Nevertheless, self-reported measures of loneliness have been shown to be equally reliable and valid as other forms of assessment [101].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [101] Mund M, Maes M, Drewke PM, Gutzeit A, Jaki I, Qualter P (2023) Would the real loneliness please stand up? The validity of loneliness scores and the reliability of single-item scores. Assessment 30(4):1226–1248 source

      Study 1’s Results and Discussion report high agreement between self-ratings and informant-ratings and conclude that the instruments studied can assess loneliness from either perspective. Study 2 also describes the included measures as valid and reliable in adults, but the paper does not establish that self-reports are equally reliable and valid as all other forms of assessment; it notes an exception for one measure’s partner-ratings. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    MI assumes data are missing at random (MAR), but missingness in loneliness and anxiety/depression was likely due to participants experiencing these conditions, making MI unreliable.

    “MI assumes data are missing at random (MAR), but missingness in loneliness and anxiety/depression was likely due to participants experiencing these conditions, making MI unreliable [111].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [111] Carpenter JR, Smuk M (2021) Missing data: A statistical framework for practice. Biom J 63(5):915–947. https://doi.org/10.1002/bimj.202000196 source

      The Multiple imputation section (page unavailable) says standard MI draws missing values from a distribution estimated under MAR. The Beyond Mar: Sensitivity Analysis section (page unavailable) also describes MI approaches for departures from MAR. The paper does not assess loneliness or anxiety/depression missingness, or establish that MI was unreliable for those variables. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Study design and conductcitation

    HUNT's voluntary nature challenges retention, and a lower response rate to the second questionnaire (Q2) in HUNT4 led to missing data on anxiety and depression (HADS).

    “HUNT’s voluntary nature further challenges retention, and a lower response rate to the second questionnaire (Q2) in HUNT4 led to missing data on anxiety and depression (HADS) [49].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [49] Åsvold BO, Langhammer A, Rehn TA et al (2023) Cohort profile update: the HUNT study, Norway. Int J Epidemiol 52(1):e80–e91 source

      The ‘Who is in the cohort?’ and ‘What are the main strengths and weaknesses?’ sections report attrition between HUNT3 and HUNT4, including higher attrition among participants with ill health. They do not establish that voluntary participation caused retention problems, or that a lower Q2 response rate caused missing HADS data; searches for Q2, HADS, and the Hospital Anxiety and Depression Scale did not locate that link. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Attrition is a common issue in longitudinal studies.

    “However, this is a common issue in longitudinal studies [105, 106].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [105] Schaffer HR (1996) Social development. Blackwell Publishing

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [106] Tambs K, Rønning T, Prescott C et al (2009) The Norwegian Institute of public health twin study of mental health: examining recruitment and attrition bias. Twin Res Hum Genet 12(2):158–168 source
  • May combine two claims.

    Findingown data

    The combined effect of loneliness and low resilience exhibited a synergistic interaction on the additive scale, although it was not statistically significant (RERI 0.13, 95% CI -2.39-2.65).

    “The combined effect of loneliness and low resilience exhibited a synergistic interaction on the additive scale, although it was not statistically significant (RERI 0.13, 95% CI -2.39-2.65).”
    • Also stated in: § Joint associations of adolescent loneliness and low resilience with anxiety and depression in young adulthood · hedged
      “We found a positive interaction on the additive scale for loneliness and resilience at baseline with the subsequent risk of anxiety and depression (HADS-T), with a RERI of 0.13 (95% CI -2.39-2.65), indicating the combined effect was greater than the sum of their individual effects, though not statistically significant.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: The ‘Very lonely’ category captures the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captures less severe and temporary forms or a complete absence of loneliness.
  • May combine two claims.

    Findingown data

    During the 11-year follow-up, anxiety prevalence was 16.6% (N = 380) and depression prevalence was 6.1% (N = 141).

    “During the 11-year follow-up, anxiety prevalence was 16.6% (N = 380) and depression prevalence was 6.1% (N = 141) (Table 1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For depression (HADS-D), lonely individuals with high resilience had an OR of 2.36 (95% CI: 0.87-6.39), low resilience without loneliness had an OR of 1.81 (95% CI: 1.11-2.93), and those with both had an OR of 2.31 (95% CI: 1.17-4.55).

    “For depression (HADS-D), lonely individuals with high resilience had an OR of 2.36 (95% CI: 0.87–6.39), low resilience without loneliness had an OR of 1.81 (95% CI: 1.11–2.93), and those with both had an OR of 2.31 (95% CI: 1.17–4.55).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The ‘Very lonely’ category captures the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captures less severe and temporary forms or a complete absence of loneliness.
  • The quote only partly states this claim.

    Findingown data

    Additional adjustment for loneliness (Model III) reduced the OR for low resilience and anxiety even more.

    “Additional adjustment for loneliness (Model III) reduced the OR even more.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For the total score (HADS-T), lonely individuals with high resilience had an OR of 1.87 (95% CI: 0.59-5.90), low resilience without loneliness had an OR of 1.57 (95% CI: 0.92-2.67), and those with both had an OR of 2.57 (95% CI: 1.26-5.23).

    “For the total score (HADS-T), lonely individuals with high resilience had an OR of 1.87 (95% CI: 0.59–5.90), low resilience without loneliness had an OR of 1.57 (95% CI: 0.92–2.67), and those with both had an OR of 2.57 (95% CI: 1.26–5.23).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The ‘Very lonely’ category captures the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captures less severe and temporary forms or a complete absence of loneliness.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Among the 2293 participants, the prevalence of loneliness was 8.2% (N = 189).

    “Among the 2293 participants, the prevalence of loneliness was 8.2% (N = 189).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Adolescent loneliness and low resilience were both associated with an increased risk of anxiety and depression in adulthood.

    “While we found that adolescent loneliness and low resilience were both associated with an increased risk of anxiety and depression in adulthood, the evidence for a synergistic effect was weak.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For anxiety (HADS-A), lonely individuals with high resilience had an OR of 2.05 (95% CI: 0.96-4.35), low resilience without loneliness had an OR of 1.13 (95% CI: 0.81-1.58), and those with both had an OR of 2.11 (95% CI: 1.28-3.47).

    “For anxiety (HADS-A), lonely individuals with high resilience had an OR of 2.05 (95% CI: 0.96–4.35), low resilience without loneliness had an OR of 1.13 (95% CI: 0.81–1.58), and those with both had an OR of 2.11 (95% CI: 1.28–3.47).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The ‘Very lonely’ category captures the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captures less severe and temporary forms or a complete absence of loneliness.
  • The quote only partly states this claim.

    Findingown data

    Similar associations were noted for both depression (HADS-D) and the total measures of anxiety and depression (HADS-T) for loneliness.

    “Similar associations were noted for both depression (HADS-D) and the total measures of anxiety and depression (HADS-T).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Anxiety and depression at follow-up were higher in women, 23-25-year-olds, the mentally distressed, those with low resilience, poor family relationships, low self-esteem, low school satisfaction, and low SES.

    “Anxiety and depression at follow-up were higher in women, 23–25-year-olds, the mentally distressed, those with low resilience, poor family relationships, low self-esteem, low school satisfaction, and low SES.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Loneliness was more prevalent among girls, 16-19-year-olds, the mentally distressed (HSCL ≥ 2), those with low resilience, poor family relationships, low self-esteem, low school satisfaction, and low SES.

    “Loneliness was more prevalent among girls, 16–19-year-olds, the mentally distressed (HSCL ≥ 2), those with low resilience, poor family relationships, low self-esteem, low school satisfaction, and low SES.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    The regression models adjusted for age and gender (Model I), additionally for SES, family relationship, school satisfaction, and self-esteem (Model II), and additionally for resilience and loneliness as continuous variables (Model III).

    “In Model I, we adjusted for age and gender. Model II was adjusted for age, gender, SES, quality of relationship with family members, school satisfaction, and self-esteem as potential confounding factors. In Model III, we additionally adjusted for resilience and loneliness as continuous variables.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The impact of loneliness varies based on individual vulnerabilities, protective factors, and resources.

    “The impact of loneliness varies based on individual vulnerabilities, protective factors, and resources [31].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [31] Park C, Majeed A, Gill H et al (2020) The effect of loneliness on distinct health outcomes: a comprehensive review and meta-analysis. Psychiatry Res 294:113514 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Directed Acyclic Graphs were used to select covariates that could be associated with loneliness and anxiety and depression.

    “We reviewed the literature and created Directed Acyclic Graphs (DAGs) to select covariates that could be associated with loneliness (exposure) and anxiety and depression (outcome) in the regression analyses.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Of the 8199 adolescents included in YH3, 2293 (29%) attended HUNT4.

    “Of the 8199 adolescents who were included in YH3, 2293 (29%) attended HUNT4.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The short-form 5-item HSCL has acceptable validity compared with the HSCL-25.

    “Compared with the HSCL-25, the short-form 5-item HSCL has acceptable validity [58].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [58] Schmalbach B, Zenger M, Tibubos AN, Kliem S, Petrowski K, Brähler E (2021) Psychometric properties of two brief versions of the Hopkins symptom checklist: HSCL-5 and HSCL-10. Assessment 28(2):617–631 source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Low resilience makes coping with stress harder, increasing vulnerability to mental health issues.

    “Low resilience, however, makes coping with stress harder, increasing vulnerability to mental health issues [40].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [40] Hu T, Zhang D, Wang J (2015) A meta-analysis of the trait resilience and mental health. Pers Indiv Differ 76:18–27 source
  • The quote only partly states this claim.

    Interpretationreasoning

    Low resilience interacting with loneliness can heighten the risk of anxiety and depression in young adulthood.

    “Low resilience interacting with loneliness can heighten this risk, reflecting the interconnectedness of the biological stress response.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Adolescent loneliness and low resilience independently contribute to anxiety and depression in young adulthood.

    “In conclusion, our extensive cohort study indicates that adolescent loneliness and low resilience independently contribute to anxiety and depression in young adulthood.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    These findings align with previous research linking adolescent loneliness to higher anxiety and depression risk across all ages.

    “These findings align with previous research linking adolescent loneliness to higher anxiety and depression risk across all ages.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    To address reverse causality, the sensitivity analysis included only adolescents who scored <2 on HSCL-5 in YH3 (free from anxiety and depression at baseline).

    “To address reverse causality, we included only those adolescents who scored < 2 on the HSCL-5 in YH3 (free from anxiety and depression at baseline) in another sensitivity analysis.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationown data

    The small RERI value with wide confidence intervals suggests uncertainty in the estimate.

    “The interaction analyses yielded a small RERI value (0.13) with wide confidence intervals, suggesting uncertainty in the estimate.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Chronic loneliness during adolescence can hinder social skill development, leading to low self-esteem and vulnerability and thus exacerbating anxiety and depression.

    “Chronic loneliness during adolescence can hinder social skill development, leading to low self-esteem and vulnerability and thus exacerbating anxiety and depression [88].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [88] Qualter P, Vanhalst J, Harris R et al (2015) Loneliness across the life span. Perspect Psychol Sci 10(2):250–264 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Loneliness disrupts cognitive processes, increasing susceptibility to anxiety and depression.

    “Moreover, loneliness disrupts cognitive processes, increasing susceptibility to anxiety and depression [89].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [89] Shankar A, Hamer M, McMunn A, Steptoe A (2013) Social isolation and loneliness: relationships with cognitive function during 4 years of follow-up in the english longitudinal study of ageing. Psychosom Med 75(2):161–170 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Higher loneliness correlated with increased depression among young adults with low resilience.

    “They compared depression levels among young adults with high and low resilience, showing that higher loneliness correlated with increased depression among those with low resilience, likely due to stress hormones like cortisol, which can lead to long-term neurological and physiological issues [96].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [96] Kalisch R, Müller MB, Tüscher O (2015) A conceptual framework for the Neurobiological study of resilience. Behav Brain Sci 38:e92 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Sensitivity analyses were conducted to ensure robustness, using an alternative definition of anxiety and depression that included those on antidepressant medication and those with recent healthcare visits, which increased precision and avoided misclassification.

    “We conducted sensitivity analyses to ensure robustness, using an alternative definition of anxiety and depression that included those on antidepressant medication and those with recent healthcare visits, which increased precision and avoided misclassification.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Self-reported loneliness is prone to underreporting due to social stigma.

    “Self-reported loneliness is also prone to underreporting due to social stigma [100].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [100] Marcoen A, Goossens L, Caes P (1987) Lonelines in pre-through late adolescence: exploring the contributions of a multidimensional approach. J Youth Adolesc 16(6):561–577 source
  • May combine two claims.

    Study design and conductown data

    The study had a large sample size at over an 11-year follow-up.

    “Our study’s strengths include a prospective design that establishes a clear temporal sequence, a large sample size at over an 11-year follow-up, and the ability to assess the interaction between adolescent loneliness and low resilience on young adult anxiety and depression.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The comprehensive dataset allowed control for various potential confounders.

    “Additionally, the comprehensive dataset al.lowed control for various potential confounders.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Study design and conductreasoning

    Some level of bias might still be present.

    “But some level of bias might still be present.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    All analyses were repeated after excluding adolescents who reported anxiety and depression at baseline.

    “Additionally, we repeated all analyses after excluding adolescents who reported anxiety and depression at baseline.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductcitation

    Non-responders were more likely to be older, male, or from vocational schools, suggesting socioeconomic differences.

    “Non-responders were more likely to be older, male, or from vocational schools, suggesting socioeconomic differences [47], but these were already adjusted for in our models.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [47] Holmen TL, Bratberg G, Krokstad S et al (2014) Cohort profile of the Young-HUNT study, Norway: a population-based study of adolescents. Int J Epidemiol 43(2):536–544 source
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation

    The HADS was used as a screening tool to capture symptoms of anxiety or depression and not a clinical diagnosis.

    “In the current study, the HADS was used as a screening tool to capture symptoms of anxiety or depression and not a clinical diagnosis [104].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [104] Brennan C, Worrall-Davies A, McMillan D, Gilbody S, House A (2010) The hospital anxiety and depression scale: a diagnostic meta-analysis of case-finding ability. J Psychosom Res 69(4):371–378 source
  • May combine two claims.

    Study design and conductreasoning

    Strong baseline participation, consistent response patterns, and linkage to national registries support the study's validity.

    “Despite this, strong baseline participation, consistent response patterns, and linkage to national registries support the study’s validity.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    We adjusted for major confounders to account for potential bias due to missing data.

    “Lastly, we adjusted for major confounders to account for potential bias due to missing data.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    It is uncertain if loneliness, low resilience, anxiety, and depression at baseline mutually influenced each other and thus increased the risk of anxiety and depression prospectively.

    “Furthermore, it is uncertain if loneliness, low resilience, anxiety, and depression at baseline mutually influenced each other and thus increased the risk of anxiety and depression prospectively.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The broad ranking and categorization of loneliness in this study fails to distinguish between adolescents who are rarely lonely and those who are never lonely.

    “Moreover, despite the broad ranking and categorization of loneliness in this study, it fails to distinguish between adolescents who are rarely lonely and those who are never lonely.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    There is residual confounding despite controlling for relevant factors.

    “Another limitation is residual confounding despite controlling for relevant factors.”
    Quote in the paperNot a substantial claim
65 of 65
  • The authors state this as an assumption.

    The ‘Very lonely’ category captures the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captures less severe and temporary forms or a complete absence of loneliness.

    “The ‘Very lonely’ category was presumed to capture the most severe and high-risk cases of loneliness, and the ‘Rarely lonely’ category captured less severe and temporary forms or a complete absence of loneliness.”
1 of 1

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Follow-up participation percentage is incorrect

    Minor

    Of 8199 adolescents, 2293 is approximately 28.0%, rather than 29% at the reported whole-percent precision.

    Reported 29 · recomputed 27.966825

  • Joint-exposure risk is not higher than every other group

    Minor

    The abstract says the joint-exposure group had higher risks than the other groups, including lonely adolescents with high resilience. For depression, Table 4 instead reports an OR of 2.31 for joint exposure versus 2.36 for loneliness with high resilience.

2 of 2

Cites

Flagged first, then by citations

Research works printed but not linked: 6

  1. Perlman D, Peplau L, Loneliness (1998) Encyclopedia of mental health. New York Academic Press New York
  2. Beutel ME, Klein EM, Brähler E et al (2017) Loneliness in the general population: prevalence, determinants and relations to mental health. BMC Psychiatry 17(1):1–7 · DOI · Paper page
  3. Kehusmaa J, Ruotsalainen H, Männikkö N et al (2022) The association between the social environment of childhood and adolescence and depression in young adulthood-A prospective cohort study. J Affect Disord 305:37–46 · DOI · Paper page
  4. Bjelland I, Dahl AA, Haug TT, Neckelmann D (2002) The validity of the hospital anxiety and depression scale. An updated literature review. J Psychosom Res 52(2):69–77. https://doi.org/10.1016/s0022-3999(01)00296-3 · DOI · Paper page
  5. Rothman KJ (2012) Epidemiology: an introduction. Oxford University Press
  6. Sadock BJ, Sadock VA (2007) Synopsis of psychiatry. Wolters Kluwer

Cited by

Sorted by citations

Authors
Parlikar, N., Strand, L. B., Kvaløy, K., Espnes, G. A., & Moksnes, U. K.
Affiliations
Norwegian University of Science and Technology (NO)
Corresponding author
Parlikar, Nayan
Venue
Social Psychiatry and Psychiatric Epidemiology
Published
2025-04-07
Volume
60
Issue
9
Pages
2223-2235
ISSN
  • 0933-7954 (ISSN-L)
  • 1433-9285
OpenAlex
W4409270584
Cited by
7
References
100
Citations by year
2026: 2 · 2025: 5
FWCI
7.98
Type
journal article
Language
en
Open access
Locations
  • Social Psychiatry and Psychiatric Epidemiology (publishedVersion, cc-by)
  • Research Square (acceptedVersion, cc-by)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion, other-oa)
  • Europe PMC (PubMed Central) (submittedVersion, cc-by)
Funders
NTNU Norwegian University of Science and Technology
Topics
  • Social Sciences › Psychology › Clinical Psychology › Resilience and Mental Health
  • Social Sciences › Health › Health disparities and outcomes
  • Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
Keywords
adolescent loneliness, resilience, anxiety, depression, early adulthood, adolescent to adult transition, interaction effects, mental health risk factors, resilience interventions
MeSH terms
Adolescent, Psychology, Adolescent, Anxiety, Depression, Female, Humans, Loneliness, Longitudinal Studies, Male, Norway, Prospective Studies, Risk Factors, Resilience, Psychological, Young Adult

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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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-16.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-16.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

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