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Record W1957125559

Vitamin B12 injections versus oral supplements. How much money could be saved by switching from injections to pills?

2001· article· en· W1957125559 on OpenAlexaffabout
Carl van Walraven, Peter C. Austin, C. David Naylor

Bibliographic record

VenuePubMed · 2001
Typearticle
Languageen
FieldMedicine
TopicFolate and B Vitamins Research
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsMedicineCobalaminVitamin B12PillPopulationMedical prescriptionOral administrationVitaminEmergency medicinePediatricsInternal medicineEnvironmental healthPharmacology
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To estimate savings, using a third-party payer perspective, if all elderly patients currently receiving vitamin B12 (cobalamin) injections were switched to high-dose oral therapy. DESIGN: We modeled high-dose oral B12 supplement costs to include drugs, pharmacists' fees, and one-time conversion costs consisting of two physician visits and laboratory monitoring. The number of vitamin-injection visits avoided by switching to oral therapy was predicted using a multivariate model that considered covariates for overall patient illness. SETTING: Ontario family physicians' and internists' practices. PARTICIPANTS: Population-based administrative databases for Ontario were used to identify all people between 65 and 100 years who received parenteral vitamin B12 during 1995 and 1996. MAIN OUTCOME MEASURES: The cost of parenteral vitamin B12 for each patient, including drugs, injections, pharmacists' fees, and injection-associated physician visits, was measured directly from the databases. RESULTS: The annual cost of parenteral vitamin B12 therapy averaged $145.88 per person and totaled a maximum $25 million over 5 years. Converting all patients to high-dose oral B12 and treating them for 5 years would cost $7.4 million. Depending on how many vitamin-injection visits are avoided by switching to oral therapy, between $2.9 million and $17.6 million would be saved. Switching to oral B12 administration saved costs as long as 16.3% of injection-associated visits were avoided. CONCLUSION: Switching all patients from B12 injections to oral cobalamin therapy could result in substantial savings.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.214
Threshold uncertainty score0.977

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.065
GPT teacher head0.314
Teacher spread0.249 · 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.

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

Citations56
Published2001
Admission routes2
Has abstractyes

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