Become your own SLEEPexpert: design, implementation, and preliminary evaluation of a pragmatic behavioral treatment program for insomnia in inpatient psychiatric care
Open accessAbstract
Study Objectives: The majority of patients with mental disorders suffer from insomnia, associated with adverse health outcomes. Cognitive behavioral therapy for insomnia (CBT-I) represents the first-line treatment, but is too complex for severely ill patients and not systematically implemented in inpatient psychiatric care. This project aimed to develop a pragmatic behavioral treatment program that empowers inpatients with severe mental disorders to take care of their own sleep health. Methods: CBT-I was adapted based on implementation research involving 24 inpatients with psychiatric disorders across diagnostic entities and comorbid insomnia and 30 health care providers at the University Hospital of Psychiatry and Psychotherapy, Bern. The program was implemented and evaluated by 15 patients and 22 health care providers based on interviews and questionnaires before participation and prior to discharge. Results: Implementation research resulted in the SLEEPexpert intervention, centering on bedtime restriction and circadian adaptation in three phases; therapist-guided treatment initiation, self-management with nursing support, and self-management. Evaluative pre-post assessments in 15 patients demonstrated feasibility. Time in bed decreased by 60 minutes (520 ± 105.3 vs. 460 ± 78.1, p = 0.031, d = 0.6) and total sleep time increased by around 45 minutes (331 ± 110.6 vs. 375 ± 74.6, p = 0.09, d = 0.5), resulting in increased sleep efficiency (65.3 ± 21.8 vs. 81.9 ± 11.2%, p = 0.011, d = 0.8). Patients improved on the Insomnia Severity Index (18.3 ± 4.6 vs. 11.4 ± 4.4, p < 0.001, d = 1.2) and Pittsburgh Sleep Quality Index (12.9 ± 3.8 vs. 10.3 ± 3.3, p = 0.031, d = 0.6). Conclusions: We propose a new pragmatic behavioral treatment program (SLEEPexpert) customized to the needs of patients and health care providers in inpatient psychiatric care. Data demonstrate feasibility. An improvement of insomnia severity was observed, but a control comparison is needed to further test for efficacy.
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Written from the paper’s full text.
TL;DR
The paper describes the development, implementation, and preliminary evaluation of SLEEPexpert, a pragmatic inpatient psychiatric behavioral insomnia program adapted from CBT-I and centered on bedtime restriction and circadian adaptation. In 15 evaluated inpatients, insomnia severity and sleep efficiency improved pre-post, but the authors state that a control comparison is needed to test efficacy.
Key findings
- Implementation research with 24 inpatients with acute psychiatric disorders and comorbid insomnia and 30 health care providers produced SLEEPexpert in three phases: therapist-guided treatment initiation, self-management with nursing support, and self-management.
- In 15 patients, time in bed decreased by 60 minutes (520 ± 105.3 vs. 460 ± 78.1, p = 0.031, d = 0.6), total sleep time increased by around 45 minutes (331 ± 110.6 vs. 375 ± 74.6, p = 0.09, d = 0.5), and sleep efficiency increased (65.3 ± 21.8 vs. 81.9 ± 11.2%, p = 0.011, d = 0.8).
- Insomnia Severity Index decreased from 18.3 ± 4.6 to 11.4 ± 4.4 (p < 0.001, d = 1.2), and Pittsburgh Sleep Quality Index decreased from 12.9 ± 3.8 to 10.3 ± 3.3 (p = 0.031, d = 0.6); Brief Symptom Inventory-18 change was non-significant (29.1 ± 13.7 vs. 24.0 ± 14.4, p = 0.055, d = 0.5).
- Evaluative interviews indicated most patients perceived sleep therapy as important, the therapist-guided initiation with individually prescribed sleep window was judged most helpful, and health care providers reported the additional effort was feasible but greater with severely affected patients.
Methods
- Program development used implementation research involving 24 inpatients and 30 health care providers; semi-structured interviews were analyzed with qualitative content analysis, alongside design thinking, nursing team training, and iterative adaptations.
- Evaluation included 15 patients and 22 health care providers using interviews and questionnaires before participation and prior to discharge (days 17.9 ± 6.7), including sleep diary, Insomnia Severity Index, Pittsburgh Sleep Quality Index, and Brief Symptom Inventory-18.
- Data analysis reported means and standard deviations, paired-samples t-tests, effect size estimates, and SPSS version 26.
Limitations
- The paper states that a control comparison is needed to further test efficacy, that future randomized controlled and powered trials are required, and that follow-up assessments are needed after discharge; it also notes that the small sample size prevented further differentiation by diagnosis and that the PSQI offers low resolution as an adherence measure.
- Evident from the text: the evaluation is an uncontrolled pre-post pilot with only 15 patients, no follow-up, and a heterogeneous severely ill inpatient sample; implementation challenges included patients unavailable for evaluation due to discharge and ward routines such as early dinner times and reduced evening activity complicating adherence.
- The paper states that medication changes suggest effects cannot be fully attributed to pharmacotherapy, while also reporting no systematic increase in sedative medication; this remains a potential confound in the uncontrolled design.
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Claims the paper makes
0 of 18 cited sources checked · 0 supported · 0 flagged
- Findingown data
Evaluative pre-post assessments in 15 patients demonstrated feasibility.
“Evaluative pre-post assessments in 15 patients demonstrated feasibility.”
Quote in the paperSubstantial claim - Findingown data
Time in bed decreased by 60 minutes from pre- to post-assessment in 15 patients.
“Time in bed decreased by 60 minutes (520 ± 105.3 vs. 460 ± 78.1, p = 0.031, d = 0.6)”
- Also stated in: § Feasibility and observation of sleep-related improvement · hedged
“The reported TIB decreased by about 60 minutes (Panel E, 520 ± 105.3 vs.460 ± 78.1, t(14) = 2.4, p = 0.031, d = 0.6)”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · hedged
- Findingown data
Most patients believe their mental disorder to be a possible source of their insomnia, followed by dysfunctional thoughts and stress.
“Most patients believe their mental disorder to be a possible source of their insomnia, followed by dysfunctional thoughts (“I can’t stop ruminating during bedtime”) and stress (“I feel a constant pressure is the biggest burden on me”) (Panel C).”
Quote in the paperNot a substantial claim - Findingown data
Sleep efficiency increased from pre- to post-assessment in 15 patients.
“resulting in increased sleep efficiency (65.3 ± 21.8 vs. 81.9 ± 11.2%, p = 0.011, d = 0.8)”
- Also stated in: § Feasibility and observation of sleep-related improvement · plain
“Panel C shows an increase of sleep efficiency from pre- to post-assessment (SE, 65.3% ± 21.8 vs. 81.9% ± 11.2, t(14) = −2.9, p = 0.011, d = 0.8).”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · plain
- Findingown data
Patients improved on the Insomnia Severity Index from pre- to post-assessment.
“Patients improved on the Insomnia Severity Index (18.3 ± 4.6 vs. 11.4 ± 4.4, p < 0.001, d = 1.2)”
- Also stated in: § Feasibility and observation of sleep-related improvement · plain
“both ISI (Panel A, 18.3 ± 4.6 vs. 11.4 ± 4.4, t(14) = 4.5, p < 0.001, d = 1.2) and PSQI scores (Panel B, 12.9 ± 3.8 vs. 10.3 ± 3.3, t(14) = 2.4, p = 0.031, d = 0.6) significantly decreased from pre- to post-assessments (n = 15).”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · plain
- Findingown data
Initial interviews highlighted a preference for non-pharmacological insomnia treatment.
“The interviews highlighted insomnia to be a highly relevant topic (Panel A) and a preference for non-pharmacological insomnia treatment (Panel B).”
Quote in the paperSubstantial claim - Findingown data
Feasibility of implementation with existing resources in inpatient psychiatric care is shown.
“Of note, we show feasibility of implementation with existing resources in inpatient psychiatric care.”
Quote in the paperSubstantial claim - Findingown data
Patients improved on the Pittsburgh Sleep Quality Index from pre- to post-assessment.
“and Pittsburgh Sleep Quality Index (12.9 ± 3.8 vs. 10.3 ± 3.3, p = 0.031, d = 0.6).”
- Also stated in: § Feasibility and observation of sleep-related improvement · plain
“both ISI (Panel A, 18.3 ± 4.6 vs. 11.4 ± 4.4, t(14) = 4.5, p < 0.001, d = 1.2) and PSQI scores (Panel B, 12.9 ± 3.8 vs. 10.3 ± 3.3, t(14) = 2.4, p = 0.031, d = 0.6) significantly decreased from pre- to post-assessments (n = 15).”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · plain
- Findingown data
The Brief Symptom Inventory showed a non-significant difference from pre- to post-assessment.
“The BSI-18 (data not visualized) showed non-significant difference (29.1 ± 13.7 vs. 24.0 ± 14.4, t(14) = 2.1, p = 0.055, d = 0.5).”
Quote in the paperNot a substantial claim - Findingreasoning
SLEEPexpert centers on two evidence-based and feasible treatment components, bedtime restriction and circadian adaptation.
“SLEEPexpert therefore centers on two evidence-based and feasible treatment components, bedtime restriction, and circadian adaptation.”
Quote in the paperSubstantial claim - Findingown data
Almost all patients expressed a need for help beyond tips and tricks in the form of sleep hygiene.
“When asked what they expected from a specialized insomnia treatment, almost all patients expressed a need for help “beyond tips and tricks in form of sleep hygiene.””
Quote in the paperSubstantial claim - Findingown data
Qualitative content analyses of initial interviews in 24 patients resulted in four categories best representing the data.
“Qualitative content analyses of initial interviews in 24 patients resulted in four categories best representing the data (Figure 3).”
Quote in the paperSubstantial claim - Findingown data
Initial interviews highlighted insomnia to be a highly relevant topic.
“The interviews highlighted insomnia to be a highly relevant topic (Panel A) and a preference for non-pharmacological insomnia treatment (Panel B).”
Quote in the paperSubstantial claim - Findingown data
Total sleep time increased by around 45 minutes from pre- to post-assessment in 15 patients.
“total sleep time increased by around 45 minutes (331 ± 110.6 vs. 375 ± 74.6, p = 0.09, d = 0.5)”
- Also stated in: § Feasibility and observation of sleep-related improvement · plain
“while TST (Panel F) increased by around 45 minutes (331 ± 110.6 vs. 375 ± 74.6, t(14) = −1.8, p = 0.09, d = 0.5)”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · plain
- Findingown data
Most patients perceived sleep therapy as important.
“The data acquired after the intervention shows that most patients perceived sleep therapy as important (Panel A).”
Quote in the paperNot a substantial claim - Findingown data
Analyses of pharmacotherapy concluded no systematic increase in sedative medication based on physician judgment.
“Analyses of pharmacotherapy concluded no systematic increase in sedative medication based on physician judgment (Supplementary Table 1).”
Quote in the paperNot a substantial claim - Findingown data
Evaluative interviews provided information about challenges in the hospital environment, including routines such as early dinner times and reduced activity opportunities in the evening, complicating adherence to delayed and restricted bedtimes.
“Evaluative interviews provided information about challenges in the hospital environment, rarely addressed in research. This included routines such as early dinner times (6 pm) and reduced activity opportunities in the evening, complicating adherence to delayed and restricted bedtimes.”
Quote in the paperNot a substantial claim - Findingown data
The therapist-guided treatment initiation, including the individually prescribed sleep window, was judged as the most helpful component.
“The therapist-guided treatment initiation, including the individually prescribed sleep window, was judged as the most helpful component (Panel B).”
Quote in the paperNot a substantial claim - Findingown data
Few patients reported challenging treatment effects.
“Few patients reported challenging treatment effects (Panel C and D).”
Quote in the paperNot a substantial claim - Premisecitation
Brief Behavioral Treatment for Insomnia has proven similarly effective as the complete CBT-I program for patients with primary insomnia, somatic comorbidity, or minor psychiatric comorbidity.
“BBT-I has proven similarly effective as the complete program for patients with primary insomnia, somatic comorbidity, or minor psychiatric comorbidity [8].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [8] Trauer JM, et al Cognitive behavioral therapy for chronic insomnia: a systematic review and meta-analysis. Ann Intern Med. 2015; 163(3): 191– 204. 26054060 source
Not checked in the free run.
- Premisecitation
Preliminary work suggested feasibility and efficacy of a CBT-I-based psychological sleep treatment in outpatient and inpatient settings for patients with major psychiatric comorbidity.
“Preliminary work in patients with major psychiatric comorbidity suggested feasibility and efficacy of a CBT-I-based psychological sleep treatment in outpatient [9] and inpatient settings [10, 11].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [9] Holmes EP, et al Development of a sleep management program for people with severe mental illness. Psychiatr Rehabil J. 1995; 19(2): 9– 15. source
Not checked in the free run.
- cites [10] Sheaves B, et al Adapted CBT to stabilize sleep on psychiatric wards: a transdiagnostic treatment approach. Behav Cogn Psychother. 2018; 46(6): 661– 675. 29615140 PMC6141994 source
Not checked in the free run.
- cites [11] Sheaves B, et al Stabilising sleep for patients admitted at acute crisis to a psychiatric hospital (OWLS): an assessor-blind pilot randomised controlled trial. Psychol Med. 2018; 48(10): 1694– 1704. 29108526 PMC6088775 source
Not checked in the free run.
- Premisecitation
Psychological sleep treatments have not been sufficiently adapted to the particular needs of inpatients with severe psychiatric disorders.
“Together, psychological sleep treatments have not been sufficiently adapted to the particular needs of inpatients with severe psychiatric disorders, often characterized by substantive cognitive, emotional, and behavioral problems [13].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] Kyle SD, et al Sleep restriction therapy for insomnia is associated with reduced total sleep time, increased daytime somnolence, and objectively-impaired vigilance: implication for the clinical management of insomnia disorder. Sleep. 2014; 372: 2. PMC3900612 24497651
Not checked in the free run.
- Interpretationown data
The adjustments made to the medication regimen suggest that the effects cannot be fully attributed to pharmacotherapy.
“The adjustments made to the medication regimen suggest that the effects cannot be fully attributed to pharmacotherapy (Supplementary Table 1).”
Quote in the paperSubstantial claim - Interpretationreasoning
Since the majority of patients reported chronic insomnia that withstood many years of treatment, the observed improvement might at least partly be attributed to the SLEEPexpert intervention.
“Since the majority of patients reported chronic insomnia that withstood many years of treatment (insomnia duration > 10 years, intermittent/ persistent insomnia not defined), the observed improvement might at least partly be attributed to the SLEEPexpert intervention.”
Quote in the paperSubstantial claim- Rests on an assumption: The observed pre-post improvements are not solely due to natural course, regression to the mean, or other concurrent treatments.
- Interpretationown data
Data deduced from the PSQI indicates adherence to the prescribed sleep window.
“Importantly, data deduced from the PSQI indicates adherence to the prescribed sleep window (Panel D and E).”
- Also stated in: § Feasibility and observation of sleep-related improvement · plain
“Please note that the similarity to panel D indicates adherence to the prescribed sleep window.”
Quote in the paperSubstantial claim - Also stated in: § Feasibility and observation of sleep-related improvement · plain
- Interpretationown data
Severely ill patients require substantive support, especially in dealing with adherence to the prescribed sleep window and daytime fatigue.
“Our observations confirmed that severely ill patients require substantive support, especially in dealing with adherence to the prescribed sleep window and daytime fatigue (Panel C and F).”
Quote in the paperNot a substantial claim - Interpretationown data
The reported reduction of time in bed, increase of total sleep time and increase of sleep efficiency suggest an overall trend towards an improvement in insomnia severity and sleep continuity.
“The reported reduction of time in bed, increase of total sleep time and increase of sleep efficiency suggest an overall trend towards an improvement in insomnia severity and sleep continuity, although the PSQI as our measure for adherence offers a low resolution.”
Quote in the paperSubstantial claim - Interpretationreasoning
The heterogeneity of the sample could indicate treatment feasibility across a broad spectrum of psychiatric disorders.
“The heterogeneity of the sample could indicate treatment feasibility across a broad spectrum of psychiatric disorders, yet further differentiation in terms of diagnosis was not feasible due to a small sample size.”
Quote in the paperSubstantial claim - Premisecitation
Activity tracking was deemed less suitable due to the limited distinction of sleep from inactivity, common for patients with severe mental disorders.
“Activity tracking was deemed less suitable due to the limited distinction of sleep from inactivity, common for patients with severe mental disorders [12].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [12] de Niet G, et al Applicability of two brief evidence-based interventions to improve sleep quality in inpatient mental health care. Int J Ment Health Nurs. 2011; 20(5): 319– 327. 21418492 source
Not checked in the free run.
- May combine two claims. 14
- Classified as probably not a substantial claim. 26
May combine two claims.
Findingown dataImplementation research resulted in the SLEEPexpert intervention, centering on bedtime restriction and circadian adaptation in three phases: therapist-guided treatment initiation, self-management with nursing support, and self-management.
“Implementation research resulted in the SLEEPexpert intervention, centering on bedtime restriction and circadian adaptation in three phases; therapist-guided treatment initiation, self-management with nursing support, and self-management.”
- Also stated in: § “Become your own SLEEPexpert”: the intervention · plain
“Implementation research resulted in a pragmatic treatment program (“Become your own SLEEPexpert”) customized to the needs of inpatients and health care providers in inpatient psychiatry.”
Quote in the paperSubstantial claim- Also stated in: § “Become your own SLEEPexpert”: the intervention · plain
May combine two claims.
Findingown dataOur own clinical experience and data, in line with other work, shows that insomnia is often treated with hypnotics, comprising benzodiazepines or benzodiazepine receptor agonists, associated with the risk of tolerance and dependency.
“Our own clinical experience and data, in line with other work, shows that insomnia is often treated with hypnotics, comprising benzodiazepines or benzodiazepine receptor agonists, associated with the risk of tolerance and dependency.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataPatients, some suffering from acute hallucinations or suicidality, as well as health care providers on psychiatric wards show a strong interest in non-pharmacological treatment options.
“Our work shows that patients, some of them suffering from acute hallucinations or suicidality, as well as health care providers on psychiatric wards show a strong interest in non-pharmacological treatment options.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataA broad consensus amongst health care providers was the wish to reduce overtreatment with sleep medication.
“A broad consensus amongst health care providers was the wish to reduce overtreatment with sleep medication; however, they felt a lack of alternative due to limited resources (available non-medicinal treatment, knowledge, and training).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe majority reported an increase in their awareness towards their sleep-wake rhythm, followed by a decrease in bedtime rumination.
“The majority reported an increase in their awareness towards their sleep-wake rhythm, followed by a decrease in bedtime rumination (Panel E).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataInitial interviews in 30 health care providers emphasize the need for a specialized insomnia treatment due to the high prevalence, negative impact, and additional work-load insomnia poses on daily ward routines.
“Initial interviews in 30 health care providers emphasize the need for a specialized insomnia treatment due to the high prevalence, negative impact, and additional work-load insomnia poses on daily ward routines.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Findingown dataHealth care providers felt a lack of alternative to sleep medication due to limited resources.
“A broad consensus amongst health care providers was the wish to reduce overtreatment with sleep medication; however, they felt a lack of alternative due to limited resources (available non-medicinal treatment, knowledge, and training).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
FindingreasoningThe individual sleep window was determined during the kick-off session based on patient reports and therapist feedback to circumvent substantial delays in the acute care setting.
“In contrast to standard procedures (sleep window based on sleep diary entries over a 2-week period), the sleep window here was determined during the kick-off session based on patient reports and therapist feedback (TIB, TST, chronotype, etc.) to circumvent substantial delays in the acute care setting.”
Quote in the paperSubstantial claim- Rests on an assumption: Determining the individual sleep window during the kick-off session based on patient reports and therapist feedback is adequate to circumvent delays without compromising treatment.
May combine two claims.
Findingown dataAt post-assessment, most patients scored below clinically relevant insomnia, with three scoring below the insomnia subthreshold.
“At post-assessment, most patients scored below clinically relevant insomnia, with three scoring below the insomnia subthreshold (score ≤ 8).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe nursing team pointed to challenges such as patient adherence.
“The nursing team reported confidence in the feasibility of integrating pragmatic treatment components into a daily ward routine (two brief interactions with each patient each week), as well as pointing to challenges such as patient adherence.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataHealth care providers reported that the overall additional effort surrounding SLEEPexpert was feasible, however, more extensive with severely affected patients.
“The health care providers reported that the overall additional effort surrounding SLEEPexpert was feasible, however, more extensive with severely affected patients.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataISI cutoff scores indicate that all patients suffered from insomnia at pre-assessment, with most categorized as moderately severe to severe insomnia.
“ISI cutoff scores (Panel A) indicate that all patients suffered from insomnia (score ≥ 8) at pre-assessment, with most categorized as moderately severe to severe insomnia (score ≥ 15).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe majority of patients reported exhaustion as a result of insomnia affecting their emotional state, followed by dysfunctional thoughts and irritability.
“Furthermore, the majority of patients reported exhaustion as a result of insomnia affecting their emotional state, followed by dysfunctional thoughts and irritability (Panel D).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataMedication changes were heterogeneous: seven patients had no change, four had an increase in dosage, four received a decreased dosage, and two successfully underwent benzodiazepine withdrawal during observation.
“Seven patients had no change in medication; four patients had an increase in dosage; four patients received a decreased dosage with two successfully undergoing benzodiazepine withdrawal during the time of observation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenThe contact used existing resources, ensuring implementation into routine care.
“The contact used existing resources, ensuring implementation into routine care.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe overall success of standard treatment is perceived to be limited due to patients' extended bedtimes.
“Furthermore, the overall success of standard treatment is perceived to be limited due to patients’ extended bedtimes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataQualitative content analyses of the evaluative interviews prior to discharge in 15 patients resulted in six categories best representing the data.
“Qualitative content analyses of the evaluative interviews prior to discharge (n = 15 patients) resulted in six categories best representing the data (Figure 5).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe nursing team reported confidence in the feasibility of integrating pragmatic treatment components into a daily ward routine.
“The nursing team reported confidence in the feasibility of integrating pragmatic treatment components into a daily ward routine (two brief interactions with each patient each week), as well as pointing to challenges such as patient adherence.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationnone givenInsomnia in inpatient psychiatric care often remains untreated or overtreated with hypnotics, which bears the risk of adverse effects and dependency.
“Rather, insomnia in inpatient psychiatric care often remains untreated or overtreated with hypnotics, which bears the risk of adverse effects and dependency.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationOther work described insurmountable obstacles for implementing bedtime restriction in inpatient psychiatric care, such as limited cooperation of patients and insufficient health care resources.
“However, other work described insurmountable obstacles for implementing bedtime restriction in inpatient psychiatric care, such as limited cooperation of patients and insufficient health care resources on the investigated wards [12].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [12] de Niet G, et al Applicability of two brief evidence-based interventions to improve sleep quality in inpatient mental health care. Int J Ment Health Nurs. 2011; 20(5): 319– 327. 21418492 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe majority of patients with mental disorders suffer from insomnia symptoms.
“The majority of patients with mental disorders suffer from insomnia symptoms [2]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] Bei B, et al Treating insomnia in depression: insomnia related factors predict long-term depression trajectories. J Consult Clin Psychol. 2018; 86(3): 282– 293. 29504795 PMC5841584 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAround one-third of patients with mental disorders meet diagnostic criteria for insomnia disorder.
“around one-third meet diagnostic criteria for insomnia disorder (ID) [3]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] Seow LSE, et al Evaluating DSM-5 Insomnia Disorder and the treatment of sleep problems in a psychiatric population. J Clin Sleep Med. 2018; 14(2): 237– 244. 29394962 PMC5786843 source
Not checked in the free run.
May combine two claims.
PremisecitationComorbid insomnia disorder worsens the course of mental disorders and reduces quality of life.
“Comorbid ID has been shown to worsen the course of mental disorders and to reduce quality of life [5].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5] Hertenstein E, et al Insomnia as a predictor of mental disorders: a systematic review and meta-analysis. Sleep Med Rev. 2019; 43: 96– 105. 30537570 source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationCurrent guidelines identify cognitive behavioral therapy for insomnia as first-line treatment.
“Current guidelines identify cognitive behavioral therapy for insomnia (CBT-I) as first-line treatment, usually composed of education, relaxation, behavioral change, and cognitive components [6].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] Riemann D, et al European guideline for the diagnosis and treatment of insomnia. J Sleep Res. 2017; 26: 675– 700. 28875581 source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationThe sleep window can be prolonged or shortened by 30 minutes if sleep efficiency is at least 90% or below 90%, respectively.
“The sleep window can be prolonged or shortened by 30 minutes, if sleep efficiency (total sleep time/time in bed × 100) is ≥90% or <90%, respectively [6].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] Riemann D, et al European guideline for the diagnosis and treatment of insomnia. J Sleep Res. 2017; 26: 675– 700. 28875581 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenA mixed procedure combining basic procedures of inductive and deductive analysis was selected.
“A mixed procedure was selected, combining basic procedures of inductive and deductive analysis.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe development extends prior work that mostly centered on insomnia in the absence of severe mental disorders.
“This extends prior work that mostly centered on insomnia in the absence of severe mental disorders.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductcitationPatients were asked to keep a standard sleep diary throughout participation.
“Patients were asked to keep a standard sleep diary throughout participation [19].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [19] Carney CE, et al The consensus sleep diary: standardizing prospective sleep self-monitoring. Sleep. 2012; 35(2): 287– 302. 22294820 PMC3250369 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenA coding guideline was developed, including typical anchor examples defining the categories.
“A coding guideline was developed, including typical anchor examples defining the categories.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataPatients were given standard questionnaires before the intervention and prior to discharge, including the Insomnia Severity Index, Pittsburgh Sleep Quality Index, and Brief Symptom Inventory.
“Patients were given standard questionnaires before the intervention and prior to discharge (days 17.9 ± 6.7). This included the Insomnia Severity Index (ISI [20]), the Pittsburgh Sleep Quality Index (PSQI [21]), and the Brief Symptom Inventory (BSI-18 [22]).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [20] Morin CM, et al The Insomnia Severity Index: psychometric indicators to detect insomnia cases and evaluate treatment response. Sleep. 2011; 34: 601– 608. 21532953 PMC3079939 source
Not checked in the free run.
- cites [21] Buysse DJ, et al Recommendations for a standard research assessment of insomnia. Sleep. 2006; 29: 1155– 1173. 17040003 source
Not checked in the free run.
- cites [22] Derogatis LR, et al The brief symptom inventory: an introductory report. Psychol Med. 1983; 13(3): 595– 605. 6622612 source
Not checked in the free run.
May combine two claims.
PremisecitationBedtime restriction addresses the homeostatic process and represents the single most effective treatment component of CBT-I.
“Bedtime restriction addresses the homeostatic process and represents the single most effective treatment component of CBT-I [23].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [23] Miller CB, et al The evidence base of sleep restriction therapy for treating insomnia disorder. Sleep Med Rev. 2014; 18(5): 415– 424. 24629826 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenTreatment adherence was measured through monitoring of patients' estimated time in bed and total sleep time.
“Treatment adherence was measured through monitoring of patients’ estimated time in bed (TIB) and total sleep time (TST).”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisereasoningCircadian adaptation addresses the circadian process.
“Circadian adaptation, that is, the adaptation of bedtime to the individual chronotype, addresses the circadian process.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenThe development appears relevant since most patients with severe mental disorders suffer from comorbid insomnia.
“The development appears to be relevant since most patients with severe mental disorders suffer from comorbid insomnia.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenA supportive nursing team appears pivotal in supporting behavioral change.
“A supportive nursing team appears pivotal in supporting behavioral change.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductcitationInterviews were audiotaped, transcribed, and analyzed according to qualitative content analysis as described by Mayring.
“Interviews were audiotaped, transcribed, and analyzed according to qualitative content analysis as described by Mayring [18].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [18] Mayring P. Qualitative content analysis: theoretical foundation, basic procedures and software solution. Forum Qualitative Social Research. 2014; 45: 79– 104. Retrieved from https://nbn-resolving.org/urn:nbn:de:0168-ssoar-395173
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe clinical treatment development was reviewed by the Bernese Ethics Committee.
“The clinical treatment development was reviewed by the Bernese Ethics Committee (BASEC-Nr. Req-2020-00340).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenCategory scoring was checked and discussed with the second and last author.
“Category scoring was checked and discussed with the second and last author.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Sleep hygiene has been widely implemented in inpatient settings without sufficient therapeutic effects.
“Specifically, sleep hygiene has been widely implemented in inpatient settings without sufficient therapeutic effects.”
The paper relies on this without support.
Relaxation training and cognitive restructuring are challenging, resource intense, and not suited for all patients due to high levels of anxiety or prior trauma exposure.
“Moreover, relaxation training and cognitive restructuring are challenging, resource intense, and not suited for all patients due to, for instance, high levels of anxiety or prior trauma exposure.”
The paper relies on this without support.
The human sleep-wake cycle is governed by two principle regulatory processes (homeostatic and circadian).
“The human sleep-wake cycle is governed by two principle regulatory processes.”
The paper relies on this without support.
The observed pre-post improvements are not solely due to natural course, regression to the mean, or other concurrent treatments.
“Since the majority of patients reported chronic insomnia that withstood many years of treatment (insomnia duration > 10 years, intermittent/ persistent insomnia not defined), the observed improvement might at least partly be attributed to the SLEEPexpert intervention.”
The paper relies on this without support.
Determining the individual sleep window during the kick-off session based on patient reports and therapist feedback is adequate to circumvent delays without compromising treatment.
“In contrast to standard procedures (sleep window based on sleep diary entries over a 2-week period), the sleep window here was determined during the kick-off session based on patient reports and therapist feedback (TIB, TST, chronotype, etc.) to circumvent substantial delays in the acute care setting.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
To the authors' knowledge, a form of CBT-I for acute insomnia in severely ill inpatients has only been investigated by two research groups.
“To our knowledge, a form of CBT-I for acute insomnia in severely ill inpatients has only been investigated by two research groups [16,45].”
From Cognitive behavioral therapy for insomnia in patients with mental disorders and comorbid insomnia: A systematic review and meta-analysis (2022) · cites this paper as [16]
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(14) = 4.5reported p < .001 · recomputed p < .001
“t(14) = 4.5, p < .001”
- Consistentt(14) = 2.4reported p = .031 · recomputed p = .031
“t(14) = 2.4, p = .031”
- Consistentt(14) = -2.9reported p = .011 · recomputed p = .012
“t(14) = −2.9, p = .011”
- Consistentt(14) = -1.8reported p = .09 · recomputed p = .093
“t(14) = −1.8, p = .09”
- Consistentt(14) = 2.1reported p = .055 · recomputed p = .054
“t(14) = 2.1, p = .055”
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.
Primary-diagnosis counts exceed the number of patients
MinorThe program-start primary-diagnosis counts sum to 35, although the column contains 21 patients. The evaluation counts similarly sum to 28 for 15 patients; a primary diagnosis should be counted once per patient.
Reported 21 · recomputed 35
“| | Program start (n = 21) | Program evaluation (n = 15) | | --- | --- | --- | | Sex | 13 F, 8 M | 9 F, 6 M | | Age (years) | 36.2 ± 13.8 (19;59) | 41.7 ± 12.6 (19;59) | | Primary diagnosis (ICD-10) | 10F1; 3F2; 11F3; 3F4; 3F5; 4F6; 1F9 | 9F1; 2F2 10F3; 2F4; 3F5; 1F6; 1F9 |”
Post-treatment insomnia classification conflicts with the reported count
MinorThe paper says most of the 15 patients scored below clinically relevant insomnia after treatment, but says only three scored at or below 8. Because a score of 8 or higher is defined as clinically relevant, no more than three could have scored below that threshold.
“At post-assessment, most patients scored below clinically relevant insomnia, with three scoring below the insomnia subthreshold (score ≤ 8).”
“ISI score ≥ 8 suggests clinically relevant insomnia.”
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“The majority of patients with mental disorders suffer from insomnia symptoms [2], and around one-third meet diagnostic criteria for insomnia disorder (ID) [3].”
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Hertenstein, E., Rose, N. L. J., Voderholzer, U., Heidenreich, T., Nissen, C., Thiel, N., Herbst, N., & Külz, A. K. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-185 · Cited by 102 · see citing works
Self-citationMaurer, L., Espie, C. A., & Kyle, S. D. (2018) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2018.07.005 · Cited by 99 · see citing works
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Self-citationAdapted CBT to stabilize sleep on psychiatric wards: a transdiagnostic treatment approach
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Flagged first, then by citations
Cited by
Sorted by citations
The European Insomnia Guideline: An update on the diagnosis and treatment of insomnia 2023
Riemann, D., Espie, C. A., Altena, E., Arnardottir, E. S., Baglioni, C., Bassetti, C. L. A., Bastien, C., Berzina, N., Bjorvatn, B., Dikeos, D., et al. (2023) · Journal of Sleep Research · doi:10.1111/jsr.14035 · Cited by 834 · see citing works
“For example, pragmatic adaptations of CBT-I for patients with insomnia in acute psychiatric care are currently developed and very promising (Schneider et al., 2020).”
BackgroundSelf-citationHertenstein, E., Trinca, E., Wunderlin, M., Schneider, C. L., Züst, M. A., Fehér, K. D., Su, T., Straten, A. V., Berger, T., Baglioni, C., et al. (2022) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2022.101597 · Cited by 391 · see citing works
Self-citationSleep, insomnia and mental health
Palagini, L., Hertenstein, E., Riemann, D. W., & Nissen, C. (2022) · Journal of Sleep Research · doi:10.1111/jsr.13628 · Cited by 360 · see citing works
Self-citationInsomnia disorder: State of the science and challenges for the future
Riemann, D. W., Benz, F., Dressle, R. J., Espie, C. A., Johann, A. F., Blanken, T. F., Leerssen, J., Wassing, R., Henry, A. L., Kyle, S. D., et al. (2022) · Journal of Sleep Research · doi:10.1111/jsr.13604 · Cited by 368 · see citing works
Hertenstein, E., Trinca, E., Schneider, C. L., Fehér, K. D., Johann, A. F., & Nissen, C. (2024) · Psychotherapy and Psychosomatics · doi:10.1159/000535834 · Cited by 19 · see citing works
Self-citationCognitive behavioural therapy for insomnia in inpatient psychiatric care: a systematic review
Schneider, C. L., Hertenstein, E., & Nissen, C. (2023) · Journal of Sleep Research · doi:10.1111/jsr.14041 · Cited by 18 · see citing works
Self-citationTürkmen, C., Schneider, C. L., Viechtbauer, W., Bolstad, I., Chakravorty, S., Miller, M. B., Kallestad, H., Angenete, G. W., Johann, A. F., Feige, B., et al. (2025) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2025.102049 · Cited by 16 · see citing works
Self-citationNovel psychotherapies for insomnia
Angelillo, M., Lancee, J., & Hertenstein, E. (2025) · Journal of Sleep Research · doi:10.1111/jsr.14470 · Cited by 8 · see citing works
Self-citationKragh, M., Dyrberg, H., Kristiansen, S. T., Speed, M. S., Pedersen, P., & Martiny, K. (2025) · Journal of Sleep Research · doi:10.1111/jsr.70088 · Cited by 9 · see citing works
Multimodal assessment of sleep-wake perception in insomnia disorder
Schneider, C. L., Fehér, K. D., Hertenstein, E., Hügli, F., Wunderlin, M., Züst, M. A., Mikutta, C. A., Adamantidis, A., Berger, T., Riemann, D. W., et al. (2025) · Scientific Reports · doi:10.1038/s41598-025-00995-3 · Cited by 10 · see citing works
Self-citationSpiegelhalder, K., Baglioni, C., Morin, C. M., Nissen, C., Palagini, L., Perlis, M. L., Scott, H., & Riemann, D. W. (2026) · Nature Reviews Disease Primers · doi:10.1038/s41572-026-00693-y · Cited by 12 · see citing works
Self-citationReesen, J. E., van de Kamer, F. M., van Keeken, A., Ikelaar, S. L. C., van Oppen, P., Batelaan, N. M., Lancee, J., Someren, E. J. W. V., & van Nassau, F. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-06824-1 · Cited by 5 · see citing works
Ernährung, Stoffwechsel, Gehirn und mentale Gesundheit
Linsmayer, D., Eckert, G. P., Reiff, J., & Braus, D. F. (2024) · Der Nervenarzt · doi:10.1007/s00115-024-01678-6 · Cited by 5 · see citing works
Trinca, E., Hertenstein, E., Wunderlin, M., Schneider, C. L., Züst, M. A., Fehér, K. D., Su, T., van Straten, A., Berger, T., Riemann, D. W., et al. (2022) · Sleep Medicine · doi:10.1016/j.sleep.2022.05.311 · Cited by 5 · see citing works
Self-citationMeule, A., Riemann, D. W., & Voderholzer, U. (2022) · Journal of Sleep Research · doi:10.1111/jsr.13624 · Cited by 5 · see citing works
Aboaja, A. M., Dewa, L. H., Perry, A., Carey, J. F., Steele, R., Abdelsamie, A., Alhasan, G. T. A., Sharma, I. S., Watson, F., & Cairney, S. A. (2024) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2024.101950 · Cited by 3 · see citing works
Ribas, M. D. I., Sauser, J., Pélichy, E. G. D., Rubio, M. M., Schuster, J., von Gunten, A., & Haba‐Rubio, J. (2024) · Journal of Sleep Research · doi:10.1111/jsr.14317 · Cited by 3 · see citing works
Schmid, D. S., Duss, S. B., Hertenstein, E., Nissen, C., Schneider, C., Urech, A., Vorster, A. P. A., & Berger, T. (2023) · Clinical and Translational Neuroscience · doi:10.3390/ctn7030027 · Cited by 3 · see citing works
Self-citationCBT‐I Protocols for Insomnia Co‐morbid with Other Mental Disorders
Hertenstein, E., Nissen, C., & Freeman, D. H. (2022) · doi:10.1002/9781119891192.ch13 · Cited by 3 · see citing works
Self-citationManagement of insomnia in inpatient psychiatric care: a clinical practice evaluation
Schneider, C. L., Anselin, M., Hertenstein, E., Monari, S., Mikutta, C. A., Angelillo, M., Richard-Lepouriel, H., Soldati, L., Kosel, M., Marini, V., et al. (2026) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-026-02206-0 · Cited by 2 · see citing works
Self-citationAutism and sleep across development: Advancing research and treatment through co-production
Spanò, G., Combs, D., Dwyer, P. S. R., Luongo, A., Parent-Johnson, W., & Edgin, J. O. (2024) · Neurodiversity · doi:10.1177/27546330241238668 · Cited by 2 · see citing works
Carr, L., Awenat, Y. F., Ray, S., & Tai, S. (2024) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2946 · Cited by 1 · see citing works
Riemann, D. W., Baglioni, C., Nissen, C., Nevière, A., Irfan, O., Nouveau, P. L., Leontiou, C., & Léger, D. (2026) · Journal of Sleep Research · doi:10.1111/jsr.70352 · Cited by 1 · see citing works
Self-citationHertenstein, E., Schneider, C. L., & Nissen, C. (2023) · DMW - Deutsche Medizinische Wochenschrift · doi:10.1055/a-2182-0463 · Cited by 1 · see citing works
Self-citationHertenstein, E., Riemann, D. W., & Nissen, C. (2021) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2021.101561 · Cited by 1 · see citing works
Self-citationHertenstein, E., Riemann, D. W., & Nissen, C. (2023) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2023.101772 · Cited by 1 · see citing works
Self-citationHertenstein, E., Schneider, C. L., & Nissen, C. (2023) · PSYCH up2date · doi:10.1055/a-1879-8841
Self-citationEnsing, I. M. (2023) · Bohn Stafleu van Loghum eBooks · doi:10.1007/978-90-368-2950-2_6
Therapieschwierige Insomnien erfolgreich behandeln
Hertenstein, E., Schneider, C. L., & Nissen, C. (2023) · DNP – Die Neurologie & Psychiatrie · doi:10.1007/s15202-023-5755-9
Self-citationA clinician’s quick guide to evidence-based approaches: insomnia disorder
Saunders, W. J., & Bei, B. (2024) · Clinical Psychologist · doi:10.1080/13284207.2024.2351876
Variants of time in bed manipulation therapy for patients with insomnia: A scoping review
Rosén, A., Cassel, M., Stjernberg, J., Stenfalk, J., Blom, K., Tamm, S., Åkerstedt, T., Carlsson, R., & Jernelöv, S. (2025) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2025.102150
Ribas, M. D. I., Solelhac, G., Haba-Rubio, J., Elowe, J., & Griffith, V. A. S. (2026) · Clocks & Sleep · doi:10.3390/clockssleep8010005
Schlafgesundheit in der Lifestyle-Psychiatrie
Vorster, A. P. A. (2026) · Nervenheilkunde · doi:10.1055/a-2682-7066
The prevalence of insomnia disorder in inpatient psychiatric care
Hertenstein, E., Danker‐Hopfe, H., Mikutta, C., Allenbach, E., Schmidt, P., Spath, M., Grosskurth, E. D., Schneider, C. L., Frase, L., Schilling, C., et al. (2026) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-026-02285-z
Self-citationNeue Erkenntnisse zur Behandlung der insomnischen Störung
Nissen, C. (2026) · DNP – Die Neurologie & Psychiatrie · doi:10.1007/s15202-026-6759-z
Self-citationTürkmen, C., Schneider, C. L., Furukawa, Y., Saksvik, S. B., Vethe, D., van Dalfsen, J. H., McCall, W. V., Pigeon, W. R., Tubbs, A. S., Perlis, M. L., et al. (2026) · Nature Mental Health · doi:10.1038/s44220-026-00743-0
Self-citation
- Authors
- Schneider, C. L., Hertenstein, E., Fehér, K., Maier, J. G., Cantisani, A., Moggi, F., Berger, T., & Nissen, C.
- Affiliations
- University of Bern (CH)
- Corresponding author
- Nissen, Christoph
- ORCID
- Venue
- SLEEP Advances
- Publisher
- Oxford University Press (OUP)
- Published
- 2020
- Volume
- 1
- Issue
- 1
- Pages
- zpaa005-zpaa005
- ISSN
- 2632-5012 (ISSN-L)
- PMC
- PMC10104352
- OpenAlex
- W3107885848
- Cited by
- 37
- References
- 23
- Citations by year
- 2026: 8 · 2025: 6 · 2024: 8 · 2023: 8 · 2022: 6 · 2021: 1
- FWCI
- 3.63
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- SLEEP Advances (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Bern Open Repository and Information System (University of Bern) (submittedVersion, cc-by-nc-nd)
- Open Access CRIS of the University of Bern
- Funders
- University Hospital of Psychiatry and Psychotherapy
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Keywords
- insomnia, psychiatric inpatient care, cognitive behavioral therapy for insomnia, circadian adaptation, self-management, sleep health, severe mental illness, implementation research, feasibility, sleep efficiency, nursing support
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.
Statistics and arithmetic are recomputed, not judged.
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