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Record W2021013403 · doi:10.1016/j.pain.2004.01.003

Intrathecal opioid treatment for chronic non-malignant pain: a 3-year prospective study

2004· article· en· W2021013403 on OpenAlexaboutno aff
Mark Thimineur, Edward A. Kravitz, Mohan S Vodapally

Bibliographic record

VenuePain · 2004
Typearticle
Languageen
FieldMedicine
TopicPain Management and Opioid Use
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOswestry Disability IndexChronic painPhysical therapyOpioidMcGill Pain QuestionnaireVisual analogue scaleDepression (economics)MoodProspective cohort studyBrief Pain InventoryBeck Depression InventoryLow back painAnxietySurgeryInternal medicinePsychiatryAlternative medicine

Abstract

fetched live from OpenAlex

Intrathecal (IT) opioid therapy is a treatment alternative for patients with severe chronic non-malignant pain. Several uncontrolled retrospective and prospective outcome studies have suggested a benefit in chronic non-malignant pain patients, but uncertainties about patient selection in these studies weaken the results. This study evaluated long-term outcome of IT opioid therapy in chronic non-malignant pain prospectively, and included two comparative groups to improve understanding of selection criteria and relative severity of intrathecal pump recipients (PRs). The study subjects included 38 PRs while the comparative groups included 31 intrathecal candidates who either had an unsuccessful trial, or declined the IT therapy, and another group of 41 newly referred patients. The following data were analyzed at study entry, and at 6 monthly intervals for a 3-year period: Symptom Check List 90 (SLC-90), SF-36 Health survey, Beck Depression Inventory, McGill Pain Questionnaire (short form), Oswestry Disability Index, Pain Drawings and Pain rating on visual analogue scale. Data analysis suggests the study group of PRs had improvements in pain, mood, and function from baseline to 36 months. These same parameters improved among new referrals (less severe patients receiving conservative pain management) while non-recipients significantly worsened. Although PRs improved, they were still worse off at 36 months than new referrals were at baseline. The study showed that when patients with extremely severe pain problems are selected as pump candidates, they will likely improve with the therapy, but their overall severity of pain and symptoms still remains high.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.015
GPT teacher head0.279
Teacher spread0.264 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations110
Published2004
Admission routes1
Has abstractyes

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