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Record W4399259922 · doi:10.29309/tpmj/2024.31.06.8146

Frequency and spectrum of Post-Intensive Care Syndrome (PICS) in survivors of critical illness in a tertiary care hospital in Pakistan.

2024· article· en· W4399259922 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe Professional Medical Journal · 2024
Typearticle
Languageen
FieldMedicine
TopicIntensive Care Unit Cognitive Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsTertiary careIntensive careCritical illnessMedicineEmergency medicineIntensive care medicineCritically ill

Abstract

fetched live from OpenAlex

Objective: To determine the frequency and spectrum of post-intensive care syndrome (PICS) in survivors of critical illness at a tertiary care hospital of Pakistan. Study Design: Cross-sectional study. Setting: Intensive Care Unit (ICU) of the Sindh Institute of Urology and Transplantation, Karachi, Pakistan. Period: November 2022 to July 2023. Methods: Critical illness survivors aged 18-75 years and discharged from intensive care units ICUs were analyzed. PICS was defined as new or worsening problem(s) in physical, cognitive, or mental health status arising after critical illness and persisting beyond acute care hospitalization. Montreal Cognitive Assessment (MoCA), Patient Health Questionnaire-9 (PHQ-9), Generalized Anxiety Disorder-7 (GAD-7), and Clinical Frailty Scale (CFS) were used to evaluate cognitive, psychiatric, and physical impairments. Results: There were 91 patients, with a median age of 40 years (IQR = 23 - 48). Physical impairment was observed in 49.4% of patients, whereas cognitive impairment was found in 67%, and psychiatric impairment (based on PHQ-9 scores of 5 or greater and GAD-7 scores of 5 or greater) was observed in 49.4% and 45.0% of patients, respectively. Overall, the frequency of PICS was found to be 84.6% in our study, and the frequency of patients with impairment in 1, 2, or 3 domains was 33%, 14.3%, and 37.4%, respectively. Conclusion: PICS is a highly prevalent syndrome in survivors of critical illness. Shock is a statistically significant risk factor for PICS. Cognitive impairment appears to be the most common domain of PICS.

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)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.259
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.006
GPT teacher head0.321
Teacher spread0.315 · 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