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Record W1996622220 · doi:10.1159/000067119

Management Patterns and Health Care Use after Intracerebral Hemorrhage

2003· article· en· W1996622220 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

VenueCerebrovascular Diseases · 2003
Typearticle
Languageen
FieldMedicine
TopicIntracerebral and Subarachnoid Hemorrhage Research
Canadian institutionsInstitute of Health Economics
FundersNational Institutes of HealthHeinz Nixdorf Stiftung
KeywordsMedicineIntracerebral hemorrhageStroke (engine)NeurologyEmergency medicineRehabilitationHealth careQuality of life (healthcare)Physical therapyIntensive care medicineSubarachnoid hemorrhageInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: The German cost-of-illness study of stroke is a multicenter study in 6 departments of internal medicine, 9 departments of general neurology and 15 departments of neurology with an acute stroke unit. The aims of this study are to describe the management patterns, cost of treatment and overall resource utilization after intracerebral hemorrhage (ICH) as well as the major differences to ischemic stroke (IS). METHODS: During a 12-month period, 30 participating centers with a special interest in stroke prospectively included 586 patients with ICH which were collected in a joint data bank. About 75% of all patients could be centrally followed up via structured telephone interviews after 3 and 12 months to assess further acute hospital and rehabilitation stays, outpatient resource utilization, functional outcome and quality of life. RESULTS: Mortality after 3 months (33.5%) was markedly higher than in patients with IS from the same hospitals. Accordingly, only 30.9% of patients had regained independent functional status after 3 months. Cumulative cost of treatment amounted to 5301 EUR for inpatient stay in the documenting hospital and 8920 EUR for the overall hospital stay including rehabilitation. Mean direct cost after discharge during the first year amounted to 4598 EUR and the loss of work force was equivalent to 5537 EUR in all surviving patients. CONCLUSION: This study provides a comprehensive overview of patient characteristics, treatment strategies and health care cost of ICH from a societal perspective in Germany.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.148
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.013
GPT teacher head0.268
Teacher spread0.255 · 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