Document Management and Process Automation in a Paperless Healthcare Institution
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.
Bibliographic record
Abstract
Health care management is essential to the financial balance of institutions and the improvements of patient and organization documental processes. In order to achieve these aims, an important step is to observe the indicators that start to point out positive evidence when using document management and process automation in a healthcare institution, through Information and Communication Technologies in the e-Health system. The main purpose of this study was to gather data and indices about the issue under study through a literature review. Analysis of American, European, and Brazilian articles in academic or non-academic healthcare organizations indicates share and use of patient’s data that can improve the performance of applied systems; analyses of processes; quality indicators of the provided service, and patient’s quality of care and safety; diagnosis and prescription of medication; and decrease of data information errors. Thus, it achieved stage 7 in the Healthcare Informatics Management and Systems Society (HIMSS).
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it