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Record W2974127043 · doi:10.1002/jbmr.3877

Secondary Fracture Prevention: Consensus Clinical Recommendations from a Multistakeholder Coalition

2019· article· en· W2974127043 on OpenAlexaff
Robert B. Conley, Gemma Adib, Robert A. Adler, Kristina Åkesson, Ivy M. Alexander, Kelly C Amenta, Robert D. Blank, W. Timothy Brox, Emily E. Carmody, Karen Chapman‐Novakofski, B.L. Clarke, Kathleen Cody, Cyrus Cooper, Carolyn Crandall, Douglas R. Dirschl, Thomas J. Eagen, Ann L Elderkin, Masaki Fujita, Susan L. Greenspan, Philippe Halbout, Marc C. Hochberg, M K Javaid, Kyle J. Jeray, Ann E. Kearns, Toby King, Thomas F. Koinis, Jennifer Scott Koontz, Martin Kužma, Carleen Lindsey, Mattias Lorentzon, George P. Lyritis, Laura Boehnke Michaud, Armando S. Miciano, Suzanne N. Morin, Nadia Mujahid, Nicola Napoli, Thomas P. Olenginski, J. Edward Puzas, Stavroula Rizou, Clifford J. Rosen, Kenneth G. Saag, Elizabeth Thompson, Laura L. Tosi, Howard Tracer, Sundeep Khosla, Douglas P. Kiel

Bibliographic record

VenueJournal of Bone and Mineral Research · 2019
Typearticle
Languageen
FieldMedicine
TopicBone health and osteoporosis research
Canadian institutionsMcGill University
FundersMedical Research CouncilNational Institute for Health and Care Research
KeywordsMedicineOsteoporosisDenosumabTeriparatideAdverse effectZoledronic acidPatient educationIntensive care medicinePhysical therapyRisk assessmentPharmacotherapyPediatricsSurgeryInternal medicineBone mineralFamily medicine

Abstract

fetched live from OpenAlex

Osteoporosis-related fractures are undertreated, due in part to misinformation about recommended approaches to patient care and discrepancies among treatment guidelines. To help bridge this gap and improve patient outcomes, the American Society for Bone and Mineral Research assembled a multistakeholder coalition to develop clinical recommendations for the optimal prevention of secondary fracture among people aged 65 years and older with a hip or vertebral fracture. The coalition developed 13 recommendations (7 primary and 6 secondary) strongly supported by the empirical literature. The coalition recommends increased communication with patients regarding fracture risk, mortality and morbidity outcomes, and fracture risk reduction. Risk assessment (including fall history) should occur at regular intervals with referral to physical and/or occupational therapy as appropriate. Oral, intravenous, and subcutaneous pharmacotherapies are efficacious and can reduce risk of future fracture. Patients need education, however, about the benefits and risks of both treatment and not receiving treatment. Oral bisphosphonates alendronate and risedronate are first-line options and are generally well tolerated; otherwise, intravenous zoledronic acid and subcutaneous denosumab can be considered. Anabolic agents are expensive but may be beneficial for selected patients at high risk. Optimal duration of pharmacotherapy is unknown but because the risk for second fractures is highest in the early post-fracture period, prompt treatment is recommended. Adequate dietary or supplemental vitamin D and calcium intake should be assured. Individuals being treated for osteoporosis should be reevaluated for fracture risk routinely, including via patient education about osteoporosis and fractures and monitoring for adverse treatment effects. Patients should be strongly encouraged to avoid tobacco, consume alcohol in moderation at most, and engage in regular exercise and fall prevention strategies. Finally, referral to endocrinologists or other osteoporosis specialists may be warranted for individuals who experience repeated fracture or bone loss and those with complicating comorbidities (eg, hyperparathyroidism, chronic kidney disease). © 2019 American Society for Bone and Mineral Research.

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)0.004
metaresearch head score (Gemma)0.001
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.349
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
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 integrity0.0000.002
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 head0.188
GPT teacher head0.491
Teacher spread0.302 · 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 designNot applicable
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

Citations227
Published2019
Admission routes1
Has abstractyes

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