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Access to Orthopaedic Care for Children With Medicaid Versus Private Insurance

2006· article· en· W2081837494 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Pediatric Orthopaedics · 2006
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsColumbia College
Fundersnot available
KeywordsMedicaidReimbursementMedicineFamily medicineOrthopedic surgeryHealth careSurgery

Abstract

fetched live from OpenAlex

BACKGROUND: It has been documented that children insured by Medicaid in California have significantly less access to orthopedic care than children with private insurance. Low Medicaid physician reimbursement rates have been hypothesized to be a major factor. The first objective of this study was to examine whether children insured by Medicaid have limited access to orthopedic care in a national sample. The second objective was to determine if state variations in Medicaid physician reimbursement rates correlate with access to orthopedic care. METHODS: Two-hundred fifty orthopedic surgeon's offices, 5 randomly chosen in each of 50 states, were telephoned. Each office called was asked to answer questions to an anonymous, disclosed survey. The survey asked whether the office accepted pediatric patients, whether they accepted children with Medicaid, and whether they limited the number of children that they accepted with Medicaid, and if so why. Each state sets its own rate of physician reimbursement rates that were collected from individual state Medicaid agencies for 3 different CPT codes. The relationship between acceptance of patients with Medicaid and the individual state's Medicaid reimbursement rate was examined. RESULTS: Children with Medicaid insurance had limited access to orthopedic care in 88 of 230 (38%) offices that treat children, and 18% (41/230) of offices would not see a child with Medicaid under any circumstances. Reimbursement rates for CPT codes widely varied by state: 99243 for an outpatient consultation (range, $20-$176.38), 99213 for an established follow-up outpatient visit (range, $6-$77.76), and 25560 for global treatment of a nondisplaced radius and ulna shaft fracture without manipulation (range, $50-$403.94). There was a statistically significant relationship between access to medical care for Medicaid patients and physician reimbursement rates for all 3 CPT codes. CONCLUSIONS: Children insured with Medicaid have limited access to orthopedic care in this nationwide sample. Medicaid physician reimbursement significantly correlates with patient access to medical care. These data may be of value in the ongoing efforts to improve access to medical care for children on Medicaid. The logical inference from this study is that increasing physician reimbursement rates will improve access. In the authors' opinion, reimbursement rates should be made higher than office overhead to effect meaningful change.

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.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.218
Threshold uncertainty score0.834

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.032
GPT teacher head0.278
Teacher spread0.246 · 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