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Record W3202323350 · doi:10.1002/ejp.1866

Five‐year observational study of Internet‐delivered cognitive behavioural pain management when offered as routine care by an online therapy clinic

2021· article· en· W3202323350 on OpenAlexafffund
Heather D. Hadjistavropoulos, Vanessa Peynenburg, David Thiessen, Luke H. Schneider, Marcie Nugent, Andrew Wilhelms, Eyal Karin, Nickolai Titov, Blake F. Dear

Bibliographic record

VenueEuropean Journal of Pain · 2021
Typearticle
Languageen
FieldPsychology
TopicDigital Mental Health Interventions
Canadian institutionsUniversity of Regina
FundersCanadian Institutes of Health Research
KeywordsObservational studyAnxietyMedicinePhysical therapyCognitionDepression (economics)Cognitive behavioral therapyPsychiatryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Internet-delivered cognitive behavioural pain management programmes (PMPs) are effective, but less is known about their use outside of research trials. Five years of data from offering the Internet-delivered cognitive behavioural PMP in an online therapy clinic was examined to assess effectiveness, acceptability and predictors of outcomes. METHODS: Patients (N = 293) were offered a previously validated 8-week Internet-delivered cognitive behavioural PMP and administered measures at pre-treatment, post-treatment and 3 months. RESULTS: There was growth in demand for an Internet-delivered cognitive behavioural PMP over time (n = 64 first year to n = 133 fifth year). Moderate-to-large improvements on depression (post-treatment 35% reduction; 3-month 41% reduction) and anxiety (post-treatment 37% reduction; 3-month 41% reduction), and small-to-moderate improvements on disability (post-treatment 19% reduction; 3-month 20% reduction) were found. Lesson completion and satisfaction were high. Lower pain acceptance, lower pain self-efficacy and higher pain intensity were associated with lower improvements on depression, anxiety and disability. CONCLUSIONS: This longitudinal observational study provides support for Internet-delivered cognitive behavioural PMPs when offered as routine care by an online therapy clinic. SIGNIFICANCE: This 5-year observational study provides support for Internet-delivered cognitive behavioural pain management programs (PMPs) offered as routine care in an online therapy clinic. Interest in the service grew over 5 years. Outcomes, engagement and satisfaction were strong. Higher pain acceptance, pain self-efficacy and lower pain severity were associated with greater post-treatment improvements on depression, anxiety and disability.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.617
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.183
GPT teacher head0.405
Teacher spread0.222 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations14
Published2021
Admission routes2
Has abstractyes

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Same venueEuropean Journal of PainSame topicDigital Mental Health InterventionsFrench-language works237,207