# Symptom/Disorder Tagging on Stanford Health Care emergency department notes COVID-19 case study 1.0

Source: [Symptom/Disorder Tagging on Stanford Health Care emergency department notes COVID-19 case study 1.0](<https://www.sota2.com/research/sota/symptom-disorder-tagging-on-stanford-health-care-emergency-department-notes-covid-19-case-study-1-0>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:58:17.400Z

Evaluation of Symptom/Disorder Tagging performance on the Stanford Health Care emergency department notes COVID-19 case study 1.0 dataset, measured using Precision, Recall, and F1 scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Symptom/Disorder Tagging |
| Dataset (including any stated split) | Stanford Health Care emergency department notes COVID-19 case study 1.0 |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Precision](<https://www.sota2.com/research/sota/symptom-disorder-tagging-on-stanford-health-care-emergency-department-notes-covid-19-case-study-1-0.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/symptom-disorder-tagging-on-stanford-health-care-emergency-department-notes-covid-19-case-study-1-0.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/symptom-disorder-tagging-on-stanford-health-care-emergency-department-notes-covid-19-case-study-1-0.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Trove (Ontologies + Task-specific) | 73 | Not recorded | 68fa69ac1e209131cea23436 |
| Trove (Ontologies + Task-specific) | 70.5 | Not recorded | 68fa69ac1e209131cea23436 |
| Trove (Ontologies) | 69.3 | Not recorded | 68fa69ac1e209131cea23436 |
| Majority Vote (Ontologies + Task-specific) | 69.1 | Not recorded | 68fa69ac1e209131cea23436 |
| Hand-labeled (MIMIC-II) | 68 | Not recorded | 68fa69ac1e209131cea23436 |
| Trove (Ontologies) | 67.1 | Not recorded | 68fa69ac1e209131cea23436 |
| Majority Vote (Ontologies) | 64.4 | Not recorded | 68fa69ac1e209131cea23436 |

### Trove (Ontologies + Task-specific)

Precision: 73. Result ID: 698dcd388b517eb43323d4df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision":"Ontologies + Task-specific","Setting":"LM (Label Model)"}. This record does not assert independent reproduction.

### Trove (Ontologies + Task-specific)

Precision: 70.5. Result ID: 698dcd388b517eb43323d4e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision":"Ontologies + Task-specific","Setting":"WS (Weakly Supervised End Model)"}. This record does not assert independent reproduction.

### Trove (Ontologies)

Precision: 69.3. Result ID: 698dcd388b517eb43323d4dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision":"Ontologies","Setting":"LM (Label Model)"}. This record does not assert independent reproduction.

### Majority Vote (Ontologies + Task-specific)

Precision: 69.1. Result ID: 698dcd388b517eb43323d4de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

Recorded evaluation configuration: {"Supervision":"Ontologies + Task-specific","Setting":"MV (Majority Vote)"}. This record does not assert independent reproduction.

### Hand-labeled (MIMIC-II)

Precision: 68. Result ID: 698dcd388b517eb43323d4da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

Recorded evaluation configuration: {"Supervision":"Hand-labeled","Setting":"FS (Fully Supervised)"}. This record does not assert independent reproduction.

### Trove (Ontologies)

Precision: 67.1. Result ID: 698dcd388b517eb43323d4dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

[Implementation](<https://github.com/som-shahlab/trove>)

Recorded evaluation configuration: {"Supervision":"Ontologies","Setting":"WS (Weakly Supervised End Model)"}. This record does not assert independent reproduction.

### Majority Vote (Ontologies)

Precision: 64.4. Result ID: 698dcd388b517eb43323d4db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23436.md>)

Recorded evaluation configuration: {"Supervision":"Ontologies","Setting":"MV (Majority Vote)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.