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Record W232345997

President’s Message – The Right Change for the Right Reasons

2009· article· en· W232345997 on OpenAlexaboutno aff
Stuart P. Swadron

Bibliographic record

VenueeScholarship (California Digital Library) · 2009
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsnot available
Fundersnot available
KeywordsMandatePoliticsGovernment (linguistics)LawMedicinePolitical science
DOInot available

Abstract

fetched live from OpenAlex

Volume X, No. 1 February 2009 NEWSLETTER Open Access at www.westjem.org California Chapter of the American Academy of Emergency Medicine The Right Change for the Right Reasons President’s Message INSIDE: President’s Message (continued) S Swadron Bailout Nation D Brosnan The Imperative to Support SC Gabaeff W CAL/AAEM Membership Application Publication Order Form hen I emigrated to the United States from Canada in the 1990s, it seemed as though substantive change in the U.S. healthcare system would never come. Hillary Clinton’s bold proposals had been roundly defeated and there appeared to be little appetite for a plan to provide universal coverage for all Americans. The Los Angeles County/USC Medical Center where I work was crumbling from within, and foreign medical students that came to observe remarked that our facility reminded them more of their developing-world electives in Africa than of their home base hospitals in Europe. What a difference a decade has made. Now, we appear to be on the precipice of real change. A new government is taking shape in Washington with a mandate for healthcare reform, and the American Medical Association is running an advertisement campaign entitled “Voice for the Uninsured.” At the Los Angeles County/ USC Medical Center, we have moved into a beautiful new one billion dollar replacement facility, which is now the same gleaming testament to our highest ideals that the old Art Deco building must have been during the Great Depression, towering over downtown Los Angeles. It is somewhat ironic that during our many years of national surplus and excess, we did so little to address the problem of uninsured and underinsured patients – one might expect that such initiatives would come when times are good. But with the recent economic downturn, people are losing their jobs, their homes and their medical insurance. We are seeing more and more patients in the emergency department at the county hospital that one wouldn’t normally expect to see – people with complex organ transplants and in the middle of extensive cancer treatments that have suddenly found themselves with nowhere else to turn. We also know that little has changed with regard to the vital signs of our patient population. You have all heard it by now from a variety of sources. We lag behind most developed nations on multiple healthcare indices including preventable mortality, basic preventative care and access to timely care. We are also the only developed nation where hundreds of thousands of people must claim personal bankruptcy due to outstanding healthcare bills. And all of this is going on despite the fact that as a nation we spend a wildly disproportionate and ever-increasing amount on healthcare – approximately double what other developed nations spend. As belts tighten and budgets shrink, we as emergency physicians will naturally feel continued on page 2

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)0.002
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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: Editorial · Consensus signal: none
Teacher disagreement score0.149
Threshold uncertainty score0.497

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0050.004
Open science0.0010.001
Research integrity0.0090.009
Insufficient payload (model declined to judge)0.1490.073

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 head0.043
GPT teacher head0.244
Teacher spread0.201 · 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 designNot applicable
Domainnot available
GenreEditorial

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

Citations0
Published2009
Admission routes1
Has abstractyes

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