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Record W1581927384 · doi:10.3238/arztebl.2010.0427

The German Health Care System in International Comparison

2010· article· de· W1581927384 on OpenAlexaboutno aff
Klaus Koch, Christoph Schürmann, Peter T. Sawicki

Bibliographic record

VenueDeutsches Ärzteblatt international · 2010
Typearticle
Languagede
FieldHealth Professions
TopicPatient Satisfaction in Healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCommonwealthFamily medicineHealth careGermanMEDLINEPatient satisfactionGerontologyNursingEconomic growth

Abstract

fetched live from OpenAlex

BACKGROUND: International health care systems of industrial countries show great differences in organization and financing. During 2008 the Commonwealth Fund interviewed sicker adult patients from eight countries to compare aspects of quality of health care. METHODS: In total, 9633 randomly selected patients from Australia, Canada, France, Germany, The Netherlands, New Zealand, United Kingdom, and the USA were recruited for structured interviews. All participants were adults who reported being in poor health, having a serious illness or disability, having been hospitalized, or having had major surgery in the past two years. RESULTS: In total, only 34% of participants in Germany rated the quality of their health care as "excellent" or "very good". This fraction was larger in the other countries (up to 66%). Sicker adults in Germany consulted more physicians. Problems with coordination were reported by all countries, in particular concerning the communication between specialist/general practitioner, hospital/general practitioner and the flow of information to the patients. CONCLUSION: Although sicker adults report similar experiences and problems with coordination their satisfaction with health care differs internationally. Compared to a similar survey in 2005 the general satisfaction of sicker adults with health care in Germany has improved.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.557
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0010.003

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 head0.057
GPT teacher head0.450
Teacher spread0.393 · 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; both teacher heads agree on what is shown here.

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".

Quick stats

Citations20
Published2010
Admission routes1
Has abstractyes

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