Chronic Stress, Hair Cortisol and Depression: A Prospective and Longitudinal Study of Medical Internship
Open accessAbstract
Background Stress plays a causal role in depression onset, perhaps via alteration of hypothalamic-pituitary-adrenal (HPA) axis functioning. HPA axis hyperactivity has been reported in depression, though inconsistently, and the nature of this relationship remains unclear, partly because cortisol measurement over time has been challenging. Development of hair cortisol assessment, a method that captures cortisol over prolonged periods of time, creates new possibilities. In this study, hair cortisol was incorporated into a prospective and longitudinal study of medical internship, stress and symptoms of depression. This provided a rare opportunity to 1) prospectively assess hair cortisol responses to stress, and 2) examine whether stress-induced changes in hair cortisol predict depressive symptom development. Methods Hair cortisol, depressive symptoms, and stress-relevant variables (work hours, sleep, perceived stress, mastery/control) were assessed in interns (n = 74; age 25-33) before and repeatedly throughout medical internship. Results Hair cortisol sharply increased with stressor onset, decreased as internship continued, and rose again at year’s end. Depressive symptoms rose significantly during internship, but were not predicted by cortisol levels. Hair cortisol also did not correlate with increased stressor demands (work hours, sleep) or stress perceptions (perceived stress, mastery/control); but these variables did predict depressive symptoms. Discussion Hair cortisol and depressive responses increased with stress, but they were decoupled, following distinct trajectories that likely reflected different aspects of stress reactivity. While depressive symptoms correlated with stressor demands and stress perceptions, the longitudinal pattern of hair cortisol suggested that it responded to contextual features related to anticipation, novelty/familiarity, and social evaluative threat.
AI snapshot
Written from the paper’s full text.
TL;DR
In a prospective longitudinal study of 74 medical interns, hair cortisol rose sharply with internship onset, fell during the year, and rose again near year’s end, while depressive symptoms increased and remained elevated. Despite both increasing with stress, hair cortisol and depressive symptoms were decoupled and did not predict one another.
Key findings
- Hair cortisol changed significantly over time, F(6, 253) = 10.47, p < .001: it was elevated at 2 months (b = 0.1799, p < .001) and 4 months (b = 0.0938, p = .016) relative to pre-internship, then fell below pre-internship levels at 10 months (b = −0.0911, p = .011) before returning to comparable levels at 12 months (b = 0.0192, p = .524).
- Depressive symptoms increased from pre-internship (M ± SD = 2.78 ± 2.94) to 3 months (M ± SD = 5.03 ± 4.14, p < .001) and remained elevated throughout internship; 33.3% reported at least moderate depressive symptoms (PHQ ≥ 10) at least once.
- Hair cortisol change was not associated with depressive symptom trajectory (hair cortisol change-by-time b = 0.0323, p = .286; change-by-time² b = −0.0021, p = .378), and the two were not correlated (r(65) = −0.08, p = .51).
- Depressive symptoms, but not hair cortisol, correlated with stressor demands and perceptions: increased work hours r(65) = 0.349, p = .004; decreased sleep r(51) = 0.386, p = .004; increased perceived stress r(50) = 0.394, p = .004; decreased mastery/control r(51) = 0.293, p = .033.
Methods
- Prospective longitudinal naturalistic study of medical internship; participants were recruited from University of Michigan Medical School graduates matching within 50 miles of Ann Arbor, across 2012–2015 cohorts, yielding n = 74 (age 25–33; 56% female).
- Hair cortisol was collected pre-internship and at 4, 8, and 12 months, cut into two 2-cm segments and assayed by immunoassay; depressive symptoms (PHQ-9), perceived stress (PSS), mastery/control, work hours, and sleep were assessed before and repeatedly during internship.
- Analyses used repeated-measures ANOVA within a mixed-model framework, multilevel growth curve modeling, and Pearson correlations; missing hair cortisol data were imputed, and Segment 2 values were conservatively increased by 10% to adjust for wash-out.
Limitations
- The paper states the sample was small and replication with a larger sample is needed; it also lacked power to test whether specialties differed in psychobiological trajectories, assumed a 1 cm/month hair growth rate despite individual variability, could not fully rule out seasonal effects without a control group, and found cohort effects in hair cortisol and depressive symptoms.
- The paper states depressive symptoms were assessed only by self-report (PHQ-9), not clinical interviews or DSM criteria, and the design was correlational, so causal insights require controlled laboratory work.
- Evident from the text: the sample was predominantly Caucasian (80%), single (61%), without children (89%), non-smoking, and recruited from one medical school/geographic area, limiting generalizability; missing Segment 2 hair data was substantial (31%), and the study did not use established measures of anticipation, novelty/familiarity, or social-evaluative threat.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
15 of 54 cited sources checked · 11 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Existing literature does not clearly demonstrate season effects that could explain the early rise in hair cortisol seen here.
“However, existing literature does not clearly demonstrate season effects that could explain the early rise in hair cortisol seen here.”
Quote in the paperSubstantial claim1 of 3 sources checked - Premisecitation
Medical internship is an established model of stress and depression.
“an established model of stress and depression (Sen et al., 2010).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Sen et al., 2010 source
- Premisecitation
A recent meta-analysis found that the prevalence of depressive symptoms was similar across specialties.
“a recent meta-analysis of studies recruiting residents from both single (n = 26) and multiple (n = 28) specialties found that the prevalence of depressive symptoms was similar across specialties, suggesting common underlying factors (Mata et al., 2015).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Mata et al., 2015 source
The Results (Study Characteristics) report 26 studies recruiting from single specialties and 28 from multiple specialties. The Results (Prevalence by Study-Level Characteristics) found no significant difference between studies of nonsurgical residents and studies including both surgical and nonsurgical residents, but this is narrower than finding similar prevalence across specialties generally. The Discussion also identifies specialty as a contributor to between-study heterogeneity; the suggestion of common underlying factors is the citing authors’ interpretation. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Premisecitation
The chronic stressor of medical internship triggers new onset depression in a substantial number of those exposed.
“These longitudinal data, collected in the context of a chronic stressor that triggers new onset depression in a substantial number of those exposed (Mata et al., 2015; Sen et al., 2010), add weight to the idea that hypercortisolemia is neither a cause nor direct correlate of depressive symptom states, at least in the context of a non-clinical sample.”
Quote in the paperSubstantial claim2 of 2 sources checked- cites Mata et al., 2015 source
The Results (Secondary Analysis of Longitudinal Studies; page not specified) report a median 15.8-percentage-point increase in depressive symptoms after residency training began. The Discussion suggests causes common to the residency experience, but the paper assesses changes in depressive symptoms rather than establishing that internship causes new-onset depression. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Sen et al., 2010 source
- Findingown data
The overall hair cortisol trajectory during internship was cubic: an initial increase, a subsequent decline, and a deceleration of the decline toward the end.
“A cubic trajectory represented the best fit for the data (lowest AIC; linear model AIC = 89.13; quadratic model AIC = 101.52; cubic model AIC = 61.79).”
- Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
“hair cortisol initially increased in response to internship stress (time b = 0.1171, p < .001), followed by a decline in hair cortisol as internship continued (time2 b = −0.0288, p < .001), and a deceleration of this decline towards the end of internship (time3 b = 0.0016, p < .001; see Table 2 Unconditional Model).”
Quote in the paperNot a substantial claim - Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
- Findingown data
Increased work hours correlated with depressive symptom increase during internship.
“increased work hours: r(65) = 0.349, p = .004”
Quote in the paperNot a substantial claim - Findingown data
Participants slept on average one hour/night less during internship relative to pre-internship.
“They slept on average one hour/night less during internship (M±SD = 6.62±0.86), relative to pre-internship (M±SD = 7.49±1.08, t(52) = 5.58, p < .001).”
Quote in the paperNot a substantial claim - Findingown data
Hair cortisol increased with the chronic stressor of medical internship.
“Both neuroendocrine and depressive symptoms increased with the chronic stressor of medical internship.”
- Also stated in: § 4. Discussion · plain
“Hair cortisol also increased with stressor onset”
- Also stated in: § 4.2 Summary and conclusions · plain
“Our results showed a sharp increase in hair cortisol with internship onset”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data
A quadratic depressive symptom trajectory was the best fit for the data.
“This pattern was confirmed using Growth Curve Modeling, where a quadratic depressive symptom trajectory was the best fit for the data (lowest AIC; linear model AIC = 135.14; quadratic model AIC = 119.95; cubic model AIC = 132.20; time b = 0.0605, p < .001; time2 b = −0.0042, p < .001; see Figure 2).”
Quote in the paperNot a substantial claim - Findingown data
Hair cortisol response to stressor onset did not correlate with increases in work hours or decreases in sleep.
“Hair cortisol also did not correlate with increased stressor demands (work hours, sleep)”
- Also stated in: § 3.5 Posthoc Analyses · plain
“Hair cortisol response to stressor onset did not correlate with increases in work hours, decreases in sleep”
Quote in the paperSubstantial claim - Also stated in: § 3.5 Posthoc Analyses · plain
- Findingown data
Hair cortisol changes were not associated with depressive symptom trajectory during internship.
“but were not predicted by cortisol levels”
- Also stated in: § 3.4 Associations between Hair Cortisol and Depressive Symptom Responses to Internship Stress · plain
“the change in hair cortisol from pre-internship to 2 months was not associated with depressive symptom trajectory during internship (hair cortisol change-by-time b = 0.0323, p = .286, hair cortisol change-by-time2 b = −0.0021, p = .378).”
Quote in the paperSubstantial claim - Also stated in: § 3.4 Associations between Hair Cortisol and Depressive Symptom Responses to Internship Stress · plain
- Findingown data
Hair cortisol levels decreased from 4 to 6 months as internship continued.
“decreased as internship continued”
- Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
“then decreased from 4 to 6 months (p = .001)”
Quote in the paperNot a substantial claim - Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
- Findingown data
One third (33.3%) of interns reported at least moderate depressive symptoms (PHQ≥10) at least once during internship.
“One third (33.3%) of interns reported at least moderate depressive symptoms (PHQ≥10) at least once during internship.”
Quote in the paperNot a substantial claim - Findingown data
The final covariate-adjusted model showed that the cubic hair cortisol trajectory remained.
“The final covariate-adjusted model (see Table 2) showed that the cubic hair cortisol trajectory remained, showing an initial rise in cortisol with internship onset, a decrease as internship continued, and a late rise towards the end, prior to the start of the second residency year.”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol levels increased significantly from pre-internship to 2 months (initial stressor onset).
“Hair cortisol sharply increased with stressor onset”
- Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
“hair cortisol concentrations at 2 months (reflecting cumulative concentrations during the initial 2 months of internship), b = 0.1799, p < .001, and 4 months, b = 0.0938, p = .016, were elevated relative to pre- internship levels (0 months).”
Quote in the paperSubstantial claim - Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
- Findingown data
Hair cortisol response to stressor onset did not correlate with changes in perceived stress or mastery/control.
“or stress perceptions (perceived stress, mastery/control)”
- Also stated in: § 3.5 Posthoc Analyses · plain
“changes in subjective/emotional stress responses, such as increases in perceived stress or loss of mastery/control (all ps > .20)”
Quote in the paperSubstantial claim - Also stated in: § 3.5 Posthoc Analyses · plain
- Findingown data
Depressive symptoms and perceived stress were highly correlated during internship.
“Depressive symptoms (assessed by PHQ-9) and perceived stress ratings were highly correlated during internship (r(51) = .677, p < .001).”
Quote in the paperNot a substantial claim - Findingown data
Increased perceived stress correlated with depressive symptom increase during internship.
“increased perceived stress: r(50) = 0.394, p = .004”
Quote in the paperSubstantial claim - Findingown data
Depressive symptoms increased with the chronic stressor of medical internship.
“Both neuroendocrine and depressive symptoms increased with the chronic stressor of medical internship.”
- Also stated in: § 4. Discussion · plain
“Like neuroendocrine responses, depressive symptoms also increased with stressor onset.”
- Also stated in: § 4.2 Summary and conclusions · boosted
“despite clear rise in depressive symptoms as well.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data
Decreased mastery/control correlated with depressive symptom increase during internship.
“decreased mastery/control: r(51) = 0.293, p = .033”
Quote in the paperNot a substantial claim - Findingown data
Decreased sleep correlated with depressive symptom increase during internship.
“decreased sleep: r(51) = 0.386, p = .004”
Quote in the paperNot a substantial claim - Findingown data
Hair cortisol levels rose again from 10 to 12 months at the end of internship.
“rose again at year’s end”
- Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
“hair cortisol levels rose again from 10 months until 12 months at the end of internship, p = .006”
Quote in the paperNot a substantial claim - Also stated in: § 3.2 Hair Cortisol Responses to Internship Stress · plain
- Findingown data
Hair cortisol levels significantly changed over time.
“Repeated measures within a mixed model framework showed that hair cortisol levels significantly changed over time, F(6, 253) = 10.47, p < .001.”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol showed recovery despite ongoing challenges.
“Our data also show recovery, despite ongoing challenges”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol rise did not predict depressive symptom development during internship stress.
“this rise did not predict depressive symptom development during internship stress”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol and depressive symptoms followed distinct trajectories.
“the two measures clearly followed distinct trajectories”
Quote in the paperSubstantial claim - Findingcitation
Depressive symptom elevations with stress were closely related to external stressor demands and stress perceptions.
“Depressive symptom elevations with stress were closely related to external stressor demands (e.g., increased work hours, shorter sleep) and stress perceptions (increased perceived stress, loss of mastery/control)”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol rose back to pre-internship levels as transition to the second residency year approached.
“a rise back to pre-internship levels as transition to the second residency year approached.”
- Also stated in: § 4. Discussion · plain
“a return to pre-internship levels at the end of the year.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data
Hair cortisol showed a nadir below baseline in the 10-month samples.
“a nadir (below “baseline”) in the 10-month samples”
Quote in the paperSubstantial claim - Findingown data
Depressive symptoms remained elevated throughout internship.
“However, in contrast to cortisol, they remained elevated throughout internship”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol showed an initial sharp increase with stressor onset.
“Results show an initial sharp increase with stressor onset”
- Also stated in: § 4. Discussion · plain
“Our repeated sampling revealed a striking rise during the first few months of stressor exposure”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data
Hair cortisol and depressive responses were decoupled in the context of chronic stress exposure.
“hair cortisol and depressive responses were decoupled in the context of chronic stress exposure”
Quote in the paperSubstantial claim - Findingown data
In our study, the HPA axis did not respond to increased stressor demands or stress perceptions, which were present throughout internship.
“In our study, the HPA axis did not respond to increased stressor demands or stress perceptions, which were present throughout internship”
Quote in the paperSubstantial claim - Findingown data
Hair cortisol did not correspond to reported stressor demands or subjective/emotional stress responses, such as increases in perceived stress.
“unlike depressive symptom responses, it did not correspond to reported stressor demands or subjective/emotional stress responses, such as increases in perceived stress.”
Quote in the paperSubstantial claim - Premisecitation
Medical internship is a period of high stress.
“It is a time of high stress (Butterfield, 1988)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Butterfield, 1988 source
- Premisecitation
Hair cortisol assessment has been validated to reflect systemic long-term cortisol exposure retrospectively up to 6 months.
“It has been validated in clinical and non-clinical contexts to reflect systemic long-term cortisol exposure (retrospectively, up to 6 months; Gow et al., 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Gow et al., 2010 source
- Premisecitation
There is some loss of cortisol signal over time (declining concentrations farther from the scalp), possibly due to wash-out effects.
“There is some loss of cortisol signal over time (reflected in declining concentrations farther from the scalp), possibly due to wash-out effects (Kirschbaum et al., 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kirschbaum et al., 2009 source
- Premisecitation
HPA axis hyperactivity has been linked with depression.
“HPA axis hyperactivity has been linked with depression (reviewed in Nemeroff and Vale, 2005)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Nemeroff and Vale, 2005
- Study design and conductown data
Missing hair cortisol data at each assessment time point were low (0% at pre-internship; 8% at 4 months; 4% at 8 months; 11% at 12 months).
“Missing hair cortisol data at each assessment time point were low (0% at pre-internship; 8% at 4 months; 4% at 8 months; 11% at 12 months).”
Quote in the paperNot a substantial claim - Premisenone given
Prospective studies that assess within-person changes in hair cortisol accumulation in the context of long-term stress exposure are lacking.
“prospective studies that assess within-person changes in hair cortisol accumulation in the context of long-term stress exposure are lacking.”
Quote in the paperSubstantial claim - Premisecitation
A hair growth rate of 1cm/month has been generally accepted in the literature for a 1-cm hair segment.
“Hair growth rates vary between individuals (Schütz et al., 1993), but a rate of 1cm/month has been generally accepted in the literature for a 1–cm hair segment (Schütz et al., 1993; Wennig, 2000).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Cross-sectional studies have shown elevated hair cortisol in stressed populations.
“Cross-sectional studies have shown elevated hair cortisol in stressed populations (Stalder et al., 2017; Staufenbiel et al., 2013)”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationown data
The longitudinal pattern of hair cortisol suggested that it responded to contextual features related to anticipation, novelty/familiarity, and social evaluative threat.
“the longitudinal pattern of hair cortisol suggested that it responded to contextual features related to anticipation, novelty/familiarity, and social evaluative threat.”
Quote in the paperSubstantial claim - Premisecitation
The first meta-analytic review, including primarily cross-sectional studies, did not show consistent links between hair cortisol and self-reported depressiveness.
“However, the first meta-analytic review, which included primarily cross-sectional studies, did not show consistent links with self-reported depressiveness (Stalder et al., 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stalder et al., 2017 source
- Premisecitation
Three independent published samples report cortisol decline rates per 1-cm hair segment of 2.5 pg/mg, 2.7±0.3 pg/mg, and 2.9±0.6 pg/mg.
“Three independent, published samples report cortisol decline rates per 1-cm hair segment of 2.5 pg/mg (Kirschbaum et al., 2009), 2.7±0.3 pg/mg (Gao et al., 2010), and 2.9±0.6 pg/mg (Xie et al., 2011).”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationown data
The decoupled nature of hair cortisol and depressive symptom response suggests that these measures reflect different aspects of stress responsivity.
“The decoupled nature of the hair cortisol and depressive symptom response suggests that these measures reflect different aspects of stress responsivity.”
Quote in the paperSubstantial claim - Premisecitation
A recent meta-analysis found no clear relationships between hair cortisol and self-reported depressiveness.
“Our results are consistent with a recent meta-analysis that found no clear relationships between hair cortisol and self-reported depressiveness (Stalder et al., 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stalder et al., 2017 source
- Interpretationreasoning
Genetic factors, in interaction with early developmental experiences, likely shape both vulnerability to depression in the context of stress and alterations in HPA regulatory set points.
“Genetic factors, in interaction with early developmental experiences, likely shape both vulnerability to depression in the context of stress as well as alterations in HPA regulatory “set points.””
Quote in the paperNot a substantial claim - Study design and conductnone given
The sample size was small.
“The sample size was small”
Quote in the paperNot a substantial claim - Study design and conductown data
The study did not evaluate depression using clinical interviews and DSM criteria to make diagnoses.
“we were not evaluating depression using clinical interviews and DSM criteria to make diagnoses.”
Quote in the paperNot a substantial claim - Premisecitation
Cortisol is known to more clearly track stressor anticipation, novelty/familiarity, and social-evaluative threat than subjective emotional distress.
“In contrast to subjective emotional distress, cortisol is known to more clearly track things like stressor anticipation, novelty/familiarity, and social-evaluative threat (Curtis et al., 1976; Davis et al., 1981; Dickerson and Kemeny, 2004; Gaab et al., 2005; Mayer et al., 2017; Peters et al., 2011).”
Quote in the paperSubstantial claim0 of 3 sources checked - Study design and conductreasoning
In the absence of a control group, the internship effect is potentially confounded by a season effect.
“In the absence of a control group, this leaves the internship effect potentially confounded by a season effect.”
Quote in the paperNot a substantial claim - Interpretationcitation
Large-scale observational evidence and experimental work do not support the idea that higher hair cortisol levels from July to October reflected the impact of summer season or sunlight exposure.
“In sum, large-scale observational evidence and experimental work do not support the idea that higher hair cortisol levels from July to October reflected the impact of summer season or sunlight exposure.”
Quote in the paperNot a substantial claim0 of 3 sources checked - Study design and conductown data
The study assessed cortisol concentrations repeatedly over time using hair samples.
“It also assessed cortisol concentrations repeatedly over time using hair samples”
Quote in the paperSubstantial claim - Premisecitation
Individual variability in hair growth rates can be quite large.
“individual variability in hair growth rates can be quite large (Schütz et al., 1993)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Schütz et al., 1993 source
- Premisecitation
Anticipation of unfamiliar challenge is a well-established activator of the HPA axis.
“Anticipation of unfamiliar challenge is a well-established activator of the HPA axis (Gaab et al., 2005)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gaab et al., 2005 source
- Premisecitation
Some previously described HPA axis abnormalities in depression may reflect shared underlying vulnerability factors rather than direct HPA-depression links.
“Recent scientific developments suggest that some previously described HPA axis abnormalities in depression may reflect the impact of shared underlying vulnerability factors (e.g., genetic heritage interacting with developmental experiences) rather than direct HPA-depression links per se (Baumeister et al., 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Baumeister et al., 2014 source
- Premisenone given
Direct associations between HPA activity and depression have been inconsistent in both clinical and non-clinical populations.
“such direct associations have been inconsistent in both clinical and non- clinical populations.”
Quote in the paperSubstantial claim - Study design and conductreasoning
Cohort effects in hair cortisol and depressive symptoms present a limitation.
“Cohort effects in hair cortisol and depressive symptoms present another limitation.”
Quote in the paperNot a substantial claim - Study design and conductnone given
Depressive symptoms were only assessed using symptom self-reports.
“depressive symptoms were only assessed using symptom self-reports.”
Quote in the paperNot a substantial claim - Interpretationown data
These findings suggest that the HPA axis may not be mechanistically linked with the development of depressive symptoms in the context of stress, at least within this naturalistic stress paradigm.
“These findings suggest that the HPA axis may not be mechanistically linked with the development of depressive symptoms in the context of stress, at least within this naturalistic stress paradigm.”
Quote in the paperSubstantial claim - Interpretationown data
The initial sharp increase provides prospective validation of the hair cortisol method as a field-friendly biological marker of stress exposure.
“providing prospective validation of the hair cortisol method as a field-friendly biological marker of stress exposure”
Quote in the paperSubstantial claim0 of 2 sources checked - Study design and conductreasoning
The study did not have enough power to test if specialties differed in psychobiological growth trajectories.
“We did not have enough power to test if specialties differed in psychobiological growth trajectories.”
Quote in the paperNot a substantial claim - Study design and conductnone given
The study used a prospective and longitudinal design in the naturalistic, standardized chronic stress setting of medical internship.
“It used a prospective and longitudinal design in the naturalistic, yet standardized, chronic stress setting of medical internship”
Quote in the paperSubstantial claim - Interpretationreasoning
The pattern of hair cortisol changes suggests that hair cortisol may respond to specific psychological features of the stress context.
“This pattern suggests that hair cortisol may respond to specific psychological features of the stress context.”
Quote in the paperSubstantial claim - Interpretationown data
Our data support the idea that the link between HPA activity and depressive states may not be direct and causal, at least in non-clinical samples.
“Our data support the idea that the link between HPA activity and depressive states may not be direct and causal, at least in non-clinical samples”
Quote in the paperSubstantial claim - Interpretationown data
The HPA axis instead appeared to reflect reactivity to specific contextual features, perhaps related to anticipation, novelty/familiarity, and social evaluative threat.
“it instead appeared to reflect reactivity to specific contextual features, perhaps related to anticipation, novelty/familiarity, and social evaluative threat.”
Quote in the paperSubstantial claim - Interpretationcitation
Our data are congruent with newer research developments that point towards shared underlying vulnerability factors, rather than direct HPA-depression links.
“Our data are congruent with newer research developments that point towards shared underlying vulnerability factors, rather than direct HPA-depression links (Baumeister et al., 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Baumeister et al., 2014 source
- Classified as probably not a substantial claim. 19
- May combine two claims. 18
Classified as probably not a substantial claim.
Study design and conductcitationDepressive symptoms were assessed using the 9-item Patient Health Questionnaire (PHQ-9).
“Self-reported depressive symptoms in the past 2 weeks were assessed prior to internship start and at three-month intervals during internship using the 9-item Patient Health Questionnaire (PHQ-9; Kroenke et al., 2001).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Kroenke et al., 2001 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMeta-analytic evidence estimates an overall prevalence of depression during residency of 28.8%, ranging from 20.9% to 43.2%.
“meta-analytic evidence (54 studies; n = 17 560 resident physicians) estimates an overall prevalence of depression during residency of 28.8%, ranging from 20.9% to 43.2% (Mata et al., 2015).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Mata et al., 2015 source
The Results report a pooled prevalence of 28.8% across 54 studies and 17,560 residents. The Discussion gives the 20.9%–43.2% range, but specifies that trainees screened positive for depression or depressive symptoms; it also says the prevalence of major depressive disorder could not be precisely determined. Calling these figures the prevalence of depression alone omits that qualification. (LLM, conf=0.90)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
PremisecitationThere is some evidence that HPA axis dysregulation may precede depression.
“There is some evidence that HPA axis dysregulation may precede depression (Adam et al., 2010; Harris et al., 2000)”
Quote in the paperSubstantial claim2 of 2 sources checkedMay combine two claims.
PremisecitationSome cross-sectional studies have shown positive associations between hair cortisol and clinically diagnosed depressed patients (mostly inpatients) and between hair cortisol and self-reported depressive symptoms in non-clinical community samples.
“Some cross-sectional studies have also shown positive associations between hair cortisol and clinically diagnosed depressed patients (mostly inpatients; Dettenborn et al., 2012) as well as between hair cortisol and self-reported depressive symptoms in non-clinical community samples (Abell et al., 2016; Faresjo et al., 2013; Stalder et al., 2014; Wikenius et al., 2016).”
Quote in the paperSubstantial claim3 of 3 sources checkedMay combine two claims.
PremisecitationThe diagnostic validity of the PHQ-9 is good and comparable to clinician-administered assessments.
“Diagnostic validity of the PHQ-9 is good and comparable to clinician-administered assessments (Kroenke and Spitzer, 2002; Kroenke et al., 2001; Spitzer et al., 1999)”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Kroenke and Spitzer, 2002 source
- cites Kroenke et al., 2001 source
The Discussion reports strong evidence for PHQ-9 validity, including criterion validity assessed through independent mental-health-professional interviews. The Methods treat those interviews as the diagnostic standard, while the Results report sensitivity and specificity against that standard. The paper does not establish that the PHQ-9’s diagnostic validity is comparable to clinician-administered assessments. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Spitzer et al., 1999 source
May combine two claims.
Interpretationown dataThe longitudinal data add weight to the idea that hypercortisolemia is neither a cause nor direct correlate of depressive symptom states, at least in a non-clinical sample.
“These longitudinal data, collected in the context of a chronic stressor that triggers new onset depression in a substantial number of those exposed (Mata et al., 2015; Sen et al., 2010), add weight to the idea that hypercortisolemia is neither a cause nor direct correlate of depressive symptom states, at least in the context of a non-clinical sample.”
Quote in the paperSubstantial claim2 of 2 sources checkedMay combine two claims.
Findingown dataPerceived stress increased from pre-internship to 4 months and remained elevated over baseline throughout internship.
“The experience was subjectively stressful, with an increase from pre-internship to 4 months in perceived stress (M±SD = 10.96 ±5.36, increasing to 13.83 ±5.21, t(50) = −4.12, p < .001) and a sustained elevation over baseline throughout internship (M±SD = 12.63±4.89, t(54) = −2.47, p = .017).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOnly 3.6% of interns endorsed being highly stressed prior to internship, but 26% did so (PSS ≥ 20) at least once during internship.
“Only 3.6% of interns endorsed being highly stressed prior to internship, but 26% did so (PSS ≥ 20) at least once during internship.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataDepressive symptoms increased significantly from pre-internship to 3 months and remained elevated over baseline throughout internship.
“Depressive symptoms rose significantly during internship”
- Also stated in: § 3.3 Depressive Symptom Responses to Internship Stress · plain
“depressive symptoms increased significantly from before internship (M±SD = 2.78± 2.94) to 3 months (M±SD = 5.03 ± 4.14, p < .001), and remained elevated over baseline throughout internship (6 months: M±SD = 4.77 ± 3.42, p < .001; 9 months: 5.22 ± 4.36, p < .001; 12 months: 4.67 ± 4.51, p = .001).”
Quote in the paperSubstantial claim- Also stated in: § 3.3 Depressive Symptom Responses to Internship Stress · plain
May combine two claims.
Findingown dataDuring internship, participants worked an average of 62 hours per week and had on average 6 days off in the past month.
“During their internship year, participants worked an average of 62 hours per week (SD = 12.47) and had on average 6 days off in the past month as indicated in quarterly surveys.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataHair cortisol concentrations were highest during the first 4 months of internship, which coincided with summer-fall months (July through October).
“Hair cortisol concentrations were highest during the first 4 months of internship, which also coincided with summer- fall months (July through October).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataDepressive symptoms were elevated throughout internship and correlated with stressor demands and subjective stress reactions.
“depressive symptoms were elevated throughout internship and correlated with stressor demands and subjective stress reactions”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataHair cortisol and depressive symptoms were not directly correlated and showed no clear consistent linkages.
“were not directly correlated with each other.”
- Also stated in: § 4. Discussion · boosted
“There were no clear and consistent linkages between cortisol levels and depressive symptoms in our study.”
Quote in the paperSubstantial claim- Also stated in: § 4. Discussion · boosted
May combine two claims.
InterpretationcitationThese decline rates are remarkably consistent, suggesting that hair cortisol decline can be accounted for.
“These rates are remarkably consistent, suggesting that hair cortisol decline can be accounted for; adjusting for this decline is important for comparisons across segments.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductcitationHair samples were assayed for cortisol using a validated, commercially available immunoassay with chemiluminescent detection.
“Hair samples were assayed for cortisol using a validated, commercially available immunoassay with chemiluminescent detection (procedures are described in more detail in Stalder et al., 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stalder et al., 2012 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenAnalyses controlled for fixed effects of potential confounding variables.
“Analyses also controlled for fixed effects of potential confounding variables.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisereasoningThe first 2-cm hair segment reflects total cortisol production over the 2 months prior to collection; the next 2-cm segment reflects secretion during months 2-4 before collection.
“The first 2–cm segment (Segment 1) thus reflects total cortisol production over the 2 months prior to the collection time point; the next 2–cm segment (Segment 2) reflects secretion during months 2-4 before the collection time point.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataImputed hair cortisol values did not differ from non-imputed data (all p values > .80, except hair cortisol at 10 months, p = .16).
“Imputed hair cortisol values did not differ from non-imputed data (all p values > .80, except hair cortisol at 10 months, p = .16).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe final covariate-adjusted model controlled for age, marital status, and cohort effects.
“We subsequently only controlled for age, marital status, and cohort effects.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductcitationPerceived stress was measured using the 10-item Perceived Stress Scale (PSS).
“Perceived stress and sense of mastery/control were measured prior to internship start and at four-month intervals during internship using the 10-item Perceived Stress Scale (PSS; Roberti et al., 2006) and Pearlin’s 7-item Mastery Scale (Pearlin and Schooler, 1978), respectively”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Roberti et al., 2006 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationLife stress is the most common causal trigger of depression onset.
“Life stress is the most common causal trigger of depression onset (Kendler et al., 1999).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kendler et al., 1999 source
May combine two claims.
Study design and conductown dataMale participants often had insufficient hair length to obtain a second 2-cm segment, resulting in significant missing Segment 2 data (31%), yielding overall missing data of 18%.
“Male participants often had insufficient hair length to obtain a second 2–cm segment, which resulted in significant missing Segment 2 data (31%), yielding overall missing data of 18% (50% of participants had complete hair cortisol data for every time point and both hair segments).”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataHair cortisol and depressive responses increased with stress but were decoupled, following distinct trajectories that likely reflected different aspects of stress reactivity.
“Hair cortisol and depressive responses increased with stress, but they were decoupled, following distinct trajectories that likely reflected different aspects of stress reactivity.”
- Also stated in: § 4. Discussion · hedged
“we found no relationship between neuroendocrine and depressive responses to stress exposure, suggesting that changes in these two dimensions reflect different aspects of stress reactivity.”
Quote in the paperSubstantial claim- Also stated in: § 4. Discussion · hedged
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationSense of mastery/control was measured using Pearlin's 7-item Mastery Scale.
“Perceived stress and sense of mastery/control were measured prior to internship start and at four-month intervals during internship using the 10-item Perceived Stress Scale (PSS; Roberti et al., 2006) and Pearlin’s 7-item Mastery Scale (Pearlin and Schooler, 1978), respectively”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Pearlin and Schooler, 1978 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataAnalyses without imputing missing data and adjusting Segment 2 values yielded identical results.
“However, analyses without the additional manipulations (imputing missing data and adjusting Segment 2 values) yielded identical results.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductcitationHair samples were collected following guidelines from the Society of Hair Testing.
“Hair samples were collected 1-2 months prior to internship start (pre-internship) and at the four-, eight- and twelve-month time points during internship year, following guidelines from the Society of Hair Testing (Cooper et al., 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Cooper et al., 2012 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationElevated hair cortisol levels have previously been found in stressed populations.
“Elevated hair cortisol levels in stressed populations have previously been found (reviewed in Stalder et al., 2017; Staufenbiel et al., 2013).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
PremisereasoningProspective stress designs are needed to determine the temporal relationships between chronic stress, long-term HPA axis activity, and depressive symptoms.
“Prospective stress designs are needed to determine the temporal relationships between chronic stress, long-term HPA axis activity, and depressive symptoms.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Study design and conductnone givenInternship and assay procedures did not change over time.
“Internship and assay procedures did not change over time”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenA seasonal impact on hair cortisol results cannot be fully ruled out in this study.
“However, a seasonal impact on hair cortisol results cannot be fully ruled out in this study and requires further research.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenIt is unknown whether the depression onset examined here is comparable to the development of depression types examined in earlier studies.
“we do not know if depression onset examined here is comparable to the development of depression types examined in earlier studies”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningThe linkages reported are correlational and causal insights require controlled laboratory work.
“the linkages reported are correlational and causal insights require controlled laboratory work.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataHair cortisol fluctuated through the year, perhaps tracking specific contextual aspects related to anticipation, novelty/familiarity, and social evaluative threat.
“hair cortisol fluctuated through the year, perhaps tracking specific contextual aspects related to anticipation, novelty/familiarity, and social evaluative threat.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationHPA axis hyperactivity has been shown in depression in studies using cortisol measures in blood, saliva, and urine, but with great variability depending on patient characteristics and clinical status or subtype.
“Links between HPA axis hyperactivity and depression have been shown in studies using cortisol measures in blood, saliva, and urine (reviewed in Nemeroff and Vale, 2005), but great variability exists, depending on patient characteristics and clinical status or subtype (Lamers et al., 2013; Stetler and Miller, 2011).”
Quote in the paperNot a substantial claim0 of 3 sources checked
The paper relies on this without support.
Medical internship is a relatively standardized and homogenous chronic stressor that reduces noise in stress-depression relationships.
“The somewhat homogenous sample facing a relatively “standardized” stressor may provide a paradigm with reduced “noise” that might otherwise obscure linkages.”
The paper relies on this without support.
Missing hair cortisol data are missing at random, so multiple imputation yields unbiased estimates.
“We imputed missing hair cortisol data using a Fully Conditional Specification Method Iterations – an iterative Markov Chain Monte Carlo (MCMC) method.”
The paper relies on this without support.
The study has adequate statistical power to detect an association between hair cortisol and depressive symptoms.
“the change in hair cortisol from pre-internship to 2 months was not associated with depressive symptom trajectory during internship (hair cortisol change-by-time b = 0.0323, p = .286, hair cortisol change-by-time2 b = −0.0021, p = .378).”
The authors state this as an assumption.
Hair growth rate is 1 cm per month.
“our hair cortisol analyses assumed a hair growth rate of 1cm/month”
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentt(52) = 5.58reported p < .001 · recomputed p < .001
“t(52) = 5.58, p < .001”
- Consistentt(50) = -4.12reported p < .001 · recomputed p < .001
“t(50) = −4.12, p < .001”
- Consistentt(54) = -2.47reported p = .017 · recomputed p = .017
“t(54) = −2.47, p = .017”
- ConsistentF(6, 253) = 10.47reported p < .001 · recomputed p < .001
“F(6, 253) = 10.47, p < .001”
- Consistentr(51) = 0.677reported p < .001 · recomputed p < .001
“r(51) = .677, p < .001”
- Consistentr(65) = -0.08reported p = .51 · recomputed p = .520
“r(65) = −0.08, p = .51”
- Consistentr(65) = 0.349reported p = .004 · recomputed p = .004
“r(65) = 0.349, p = .004”
- Consistentr(51) = 0.386reported p = .004 · recomputed p = .004
“r(51) = 0.386, p = .004”
- Consistentr(50) = 0.394reported p = .004 · recomputed p = .004
“r(50) = 0.394, p = .004”
- Consistentr(51) = 0.293reported p = .033 · recomputed p = .033
“r(51) = 0.293, p = .033”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Self-check results appear here once an independent check has confirmed them.
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Faresjö, Å., Theodorsson, E., Chatziarzenis, M., Sapouna, V., Claesson, H.-P., Koppner, J., & Faresjö, T. (2013) · PLoS ONE · doi:10.1371/journal.pone.0073828 · Cited by 74 · see citing works
Grass, J., Kirschbaum, C., Miller, R., Gao, W., Steudte-Schmiedgen, S., & Stalder, T. (2015) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2014.12.023 · Cited by 70 · cited 1× · see citing works
“Hair cortisol levels are not altered following sweat-inducing interventions (Grass et al., 2015).”
BackgroundFischer, S., Duncko, R., Hatch, S. L., Papadopoulos, A., Goodwin, L., Frissa, S., Hotopf, M., & Cleare, A. J. (2017) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2016.11.011 · Cited by 66 · see citing works
Wilcox, R. R. (2005) · Encyclopedia of Biostatistics · doi:10.1002/0470011815.b2a15165 · Cited by 65 · see citing works
Hair cortisol content in patients with adrenal insufficiency on hydrocortisone replacement therapy
Gow, R. V., Koren, G., Rieder, M. J., & Uum, S. H. M. V. (2011) · Clinical Endocrinology · doi:10.1111/j.1365-2265.2011.04001.x · Cited by 60 · see citing works
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Temporal features of elevated hair cortisol among earthquake survivors
Gao, W., Zhong, P., Xie, Q., Wang, H., Jin, J., Deng, H., & Lu, Z. (2014) · Psychophysiology · doi:10.1111/psyp.12179 · Cited by 51 · see citing works
Cortisol responses to serial MRI scans in healthy adults and in depression
Peters, S., Cleare, A. J., Papadopoulos, A. S., & Fu, C. H. Y. (2010) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2010.10.009 · Cited by 48 · see citing works
Serum cortisol response to incremental work in experienced and naive subjects
Davis, H. A., Gass, G. C., & Bassett, J. R. (1981) · Psychosomatic Medicine · doi:10.1097/00006842-198104000-00004 · Cited by 41 · cited 2× · see citing works
“Repeated exposure to challenge and once novel stimuli (Davis et al., 1981; Peters et al., 2011) and repeated exposure to social-evaluative threat (Pruessner et al.”
BackgroundComparison of HPA axis hormonal responses to naloxone vs psychologically-induced stress
Oswald, L. M., Mathena, J. R., & Wand, G. S. (2003) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(03)00048-9 · Cited by 36 · see citing works
The Association between Hair Cortisol and Self-Reported Symptoms of Depression in Pregnant Women
Wikenius, E., Moe, V., Kjellevold, M., Smith, L., Lyle, R., Waagbø, R., Page, C. M., & Myhre, A. M. (2016) · PLOS ONE · doi:10.1371/journal.pone.0161804 · Cited by 36 · see citing works
Mayer, S. E., Snodgrass, M. D., Liberzon, I., Briggs, H., Curtis, G. C., & Abelson, J. L. (2017) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2017.02.001 · Cited by 21 · see citing works
Self-citationNachweis von Arznei-und anderen Fremdstoffen in Haaren
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Flesia, L., Monaro, M., Mazza, C., Fietta, V., Colicino, E., Segatto, B., & Roma, P. (2020) · Journal of Clinical Medicine · doi:10.3390/jcm9103350 · Cited by 291 · see citing works
Hair cortisol analysis: An update on methodological considerations and clinical applications
Greff, M. J. E., Levine, J. M., Abuzgaia, A. M., Elzagallaai, A. A., Rieder, M. J., & van Uum, S. H. M. (2019) · Clinical Biochemistry · doi:10.1016/j.clinbiochem.2018.09.010 · Cited by 260 · see citing works
Wynne, B., McHugh, L., Gao, W., Keegan, D., Byrne, K., Rowan, C., Hartery, K., Kirschbaum, C., Doherty, G., Cullen, G., et al. (2019) · Gastroenterology · doi:10.1053/j.gastro.2018.11.030 · Cited by 188 · see citing works
Lebares, C. C., Guvva, E. V., Olaru, M., Sugrue, L. P., Staffaroni, A. M., Delucchi, K. L., Kramer, J. H., Ascher, N. L., & Harris, H. W. (2019) · JAMA Network Open · doi:10.1001/jamanetworkopen.2019.4108 · Cited by 131 · see citing works
Intimate partner violence and hair cortisol concentration: A biomarker for HPA axis function
Alhalal, E., & Falatah, R. (2020) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2020.104897 · Cited by 43 · see citing works
Nuggerud-Galeas, S., Oliván Blázquez, B., Perez Yus, M. C., Valle-Salazar, B., Aguilar-Latorre, A., & Magallón Botaya, R. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01230 · Cited by 13 · see citing works
- Authors
- Mayer, S. E., Lopez-Duran, N. L., Sen, S., & Abelson, J. L.
- Affiliations
- University of Michigan (US)
- Corresponding author
- Mayer, Stefanie E.
- Venue
- Psychoneuroendocrinology
- Publisher
- Elsevier BV
- Published
- 2018-06
- Volume
- 92
- Pages
- 57-65
- ISSN
- 0306-4530 (ISSN-L)
- PMC
- PMC5924646
- OpenAlex
- W2794460941
- Semantic Scholar
- e7fbbd07158c68ab3322902a356ebc10050eeff9
- Cited by
- 135
- References
- 72
- Citations by year
- 2026: 6 · 2025: 13 · 2024: 18 · 2023: 28 · 2022: 27 · 2021: 16 · 2020: 13 · 2019: 8 · 2018: 6
- FWCI
- 4.90
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychoneuroendocrinology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion)
- PubMed Central (submittedVersion)
- Funders
- National Institute of Mental Health (R01-MH-101459)
- Blue Cross Blue Shield of Michigan Foundation
- Horace H. Rackham School of Graduate Studies, University of Michigan
- Topics
- Life Sciences › Neuroscience › Behavioral Neuroscience › Stress Responses and Cortisol
- Health Sciences › Health Professions › General Health Professions › Healthcare professionals’ stress and burnout
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Adrenal Hormones and Disorders
- Keywords
- chronic stress, hair cortisol, depression, depressive symptoms, medical internship, hypothalamic-pituitary-adrenal axis, stress reactivity, perceived stress, mastery, working hours, sleep, social-evaluative threat
- MeSH terms
- Adult, Chronic Disease, Depression, Depressive Disorder, Female, Hair, Humans, Hydrocortisone, Hypothalamo-Hypophyseal System, Internship and Residency, Longitudinal Studies, Male, Pituitary-Adrenal System, Prospective Studies, Stress, Psychological, Students, Medical, Self Report
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Cited sources are checked by gpt-6-sol.
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 ›
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