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Record W311624434

Reference to specialist care after magnetic resonance imaging of the lumbosacral spine in primary care

2013· dissertation· en· W311624434 on OpenAlexaboutno aff
Rakel Bregård

Bibliographic record

Venue17 · 2013
Typedissertation
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOrthopedic surgeryMagnetic resonance imagingLumbosacral jointPrimary carePrimary care physicianRadiological weaponHealth carePhysical therapyRadiologyFamily medicineSurgery
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To examine the extent of health care services useafter a magnetic resonance imaging (MRI) scan of the lumbosacral spine ordered by a primary care physician.BACKGROUND:The use of MRI of the spine in the primary care setting is increasing, yet little is known about the relationship between MRI scan findings and subsequent patterns of health care utilization.MATERIAL AND METHODS: We obtained all MRI scans of the lumbosacral spine performed throughout the year of 2008 in Sunnmore, a province in Norway. The abstracted data regarding these MRI scans, ordered by primary care physicians, were linked to administrative hospital databases.RESULTS: Of the 2034 patients who underwent a lumbosacral spine MRI scan ordered by a primary care physician, 311 (15,3%) were seen in a consultation by an orthopedic surgeon or a practitioner in physical medicine and rehabilitation, and 84 (4,1%) received spine surgery during 2-3 years of follow-up. Of the 1415 that had nonspecific findings on MRI, 136 (9,4%) were referred to a physician specialist. Similarly 169 of 534 (31,6%) patients with radiological nerve root affection and 6 of 49 (12,2%) with possibly serious spinal pathology were referred to an orthopedic surgeon or a practitioner in physical medicine and rehabilitation. The latter patients were likely referred to other physician specialists not accounted for in this study.CONCLUSION: Patients receiving MRI scans of the lumbosacral spine in a primary care setting do not appear to generate considerable use of specialist care. Observations suggest that primary care physicians do discern between MRI findings before referring patients to specialist care. Spinal disorders are common clinical problems in the general adult population and cause considerable impairment and disability. In terms of work absenteeism and health care utilization it imposes a substantial socioeconomic burden. About three-quarters of adults are affected by low back pain at some point during their lifetime (1). Prevalence ranges from 9-17% (2). In Canada annual incidence of low back pain was found to be 18,6% (3) and in Norway daily prevalence is 15-20% (4). Magnetic resonance imaging (MRI) is frequently usedto evaluate low back pain. When used in the assessment of these patients it can provide valuable information and help guide subsequent care. However we do know that MRI scans often detect spine abnormalities that are not the cause of symptoms(5). Clinical guidelines have been developed, including indications for MRI, to assistthe management of low back pain (6, 7). Still, MRI availability continues to increase, and concerns have been raised about the potential overuse of MRI for the evaluation of these patients. Low back pain is most commonly treated in primary care settings (6). Thus, the primary care physician must usually discern the most appropriate candidate for specialist care and for surgical referral. Assessing these patientscan be challenging and imaging is often performed in the absence of clear indications(8). Although MRI scanning has been in clinical use for decades, little is known about the results at a population level. In a primary care setting there is still less published data about patterns of subsequent care among patients receiving MRI scans of the lumbosacral spine. We implicate that obtained data regarding this should inform discussions about MRI use among primary care physicians and subsequent healthcare utilization. If only a small proportion of patients receiving MRI scans are referred to physician specialists it may suggest that most patients are adequately managed in a primary care setting. Alternatively, if many patients are referred to specialist care it could seem that MRI scans contribute to increased referrals and that optimizing the management should be pursued. The objective of this study was to examine the extent of health care services utilization after a performed MRI scans of the lumbosacral spine in a primary care setting, by linking these scans to administrative hospital databases. Another objective was to detect MRI scan findings and see how they distribute amongthe three categories: nonspecific findings, nerve root affection and possible seriousspinal pathology.

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)0.001
metaresearch head score (Gemma)0.010
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 score0.059
Threshold uncertainty score0.117

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.010
GPT teacher head0.276
Teacher spread0.265 · 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".

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Citations0
Published2013
Admission routes1
Has abstractyes

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