---
pretty_name: JMID
language: ja
license: cc-by-4.0
task_categories:
- text-classification
- text-generation
size_categories:
- 1K<n<10K
configs:
- config_name: default
  data_files:
    - split: train
      path: jmid.jsonl
- config_name: preview # first 100 samples
  data_files:
    - split: train
      path: jmid_preview.jsonl

---

# JMID: Japanese Medical Incident Dataset


**日本語**

本データセットは、[公益財団法人日本医療機能評価機構](https://www.med-safe.jp/)の医療事故報告書に書かれている医療事故内容から、医療事故の「具体的内容」「背景・要因」「改善策」とその他の情報をまとめたものである。

使い方の例は以下に載せる。


**English**

This dataset is compiled from the medical incident reports published by [the Japan Council for Quality Health Care](https://www.med-safe.jp/). It summarizes the contents of medical incidents, including the specific details, background and contributing factors, and proposed improvements, along with other related information.

An example of how to use the dataset is provided below.



```python:read_jmid.py
from datasets import load_dataset

# Load the preview dataset (first 100 samples)
ds_preview = load_dataset("Sakaji-Lab/JMID", "preview")

print(ds_preview)
print(ds_preview["train"][0])

# Load the full dataset
# ds = load_dataset("Sakaji-Lab/JMID")

# print(ds) # or print()
# print(ds["train"][0])

```

**日本語**

医療事故の具体的内容、背景・要因、改善策のほかに、本データセットに含まれている追加情報は以下のようなものがある。

- 分類
- 事故の程度
- 専門分析班の議論
- 専門分析班・総合評価部会の議論
- 報告事例
- 記述情報
- 具体情報
etc...

**English**

In addition to the specific details, background and contributing factors, and proposed improvements of each medical incident, this dataset also includes the following supplementary information:

- Classification
- Severity of the incident
- Discussion by the expert analysis team
- Discussion by the expert analysis team and the General Evaluation Committee
- Reported cases
- Descriptive information
- Specific information
etc...


### 医療事故内容から背景・要因、改善策を出力した時のBERTScoreの値

**日本語**
以下は、実際に本データセットを用い、医療事故の内容から、背景・要因、改善策を生成させたときの結果である。（第8回～第21回報告書の全2017件）

- Zero-shot
    - All Prediction：事故内容を入力し、出力として背景・要因、改善策を一括生成させるタスク
    - Each Prediction：事故内容を入力し、出力として背景・要因、改善策を段階的に生成させるタスク
- Few-shot
    - All Prediction：事故内容を入力し、few-shot（n=5）で出力として背景・要因、改善策を一括生成させるタスク
    - Each Prediction：事故内容を入力し、few-shot（n=5）で出力として背景・要因、改善策を段階的に生成させるタスク


**English**

The following shows the results obtained using this dataset to generate background and contributing factors as well as proposed improvements from the descriptions of medical incidents (a total of 2,017 cases from the 8th to the 21st reports):

- Zero-shot
  - All Prediction: A task in which the incident description is given as input,and both the background/contributing factors and proposed improvements are generated at once.
  - Each Prediction: A task in which the incident description is given as input, and the background/contributing factors and proposed improvements are generated step by step.

- Few-shot
  - All Prediction: A task in which the incident description is given as input, and both the background/contributing factors and proposed improvements are generated at once using few-shot learning (n=5).
  - Each Prediction: A task in which the incident description is given as input, and the background/contributing factors and proposed improvements are generated step by step using few-shot learning (n=5).

<!-- BERTScores for generated background and causal factors from medical incident -->
<b>医療事故の内容から、背景・要因を生成させた時のBERTScoreの平均値
(Average BERTScore when generating background and contributing factors from the description of medical incidents)</b>
<table border="1">
  <tr>
    <th rowspan="2">モデル</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
  <tr>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
  </tr>
  <tr>
    <td><b>GPT-4o</b></td><td>0.620</td><td><b>0.698</b></td><td>0.656</td><td>0.577</td><td>0.689</td><td>0.628</td><td>0.707</td><td><b>0.717</b></td><td><b>0.711</b></td><td>0.695</td><td><b>0.717</b></td><td><b>0.705</b></td>
  </tr>
  <tr>
    <td><b>Mistral</b></td><td>0.600</td><td>0.691</td><td>0.642</td><td>0.566</td><td>0.684</td><td>0.619</td><td>0.622</td><td>0.661</td><td>0.640</td><td>0.656</td><td>0.699</td><td>0.676</td>
  </tr>
  <tr>
    <td><b>Llama3.3</b></td><td>0.612</td><td><b>0.698</b></td><td>0.651</td><td>0.591</td><td>0.697</td><td>0.639</td><td>0.686</td><td>0.712</td><td>0.698</td><td>0.671</td><td>0.705</td><td>0.687</td>
  </tr>
  <tr>
    <td><b>MedSwallow</b></td><td>0.678</td><td>0.636</td><td>0.655</td><td>0.666</td><td>0.626</td><td>0.644</td><td><b>0.715</b></td><td>0.689</td><td>0.700</td><td>0.673</td><td>0.648</td><td>0.659</td>
  </tr>
  <tr>
    <td><b>JMedLoRA</b></td><td><b>0.679</b></td><td>0.657</td><td><b>0.667</b></td><td><b>0.680</b></td><td><b>0.720</b></td><td><b>0.698</b></td><td>0.712</td><td>0.686</td><td>0.698</td><td><b>0.714</b></td><td>0.683</td><td>0.697</td>
  </tr>
</table>

<b>医療事故の内容から、改善策を生成させた時のBERTScoreの平均値
(Average BERTScore when generating proposed improvements from the description of medical incidents)</b>

<table border="1">
  <tr>
    <th rowspan="2">モデル</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
  <tr>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
  </tr>
  <tr>
    <td><b>GPT-4o</b></td>
    <td><b>0.609</b></td><td>0.698</td><td><b>0.650</b></td>
    <td>0.593</td><td><b>0.696</b></td><td>0.640</td>
    <td>0.692</td><td>0.730</td><td><b>0.710</b></td>
    <td>0.679</td><td><b>0.727</b></td><td>0.702</td>
  </tr>
  <tr>
    <td><b>Mistral</b></td>
    <td>0.601</td><td>0.694</td><td>0.644</td>
    <td>0.650</td><td>0.684</td><td><b>0.666</b></td>
    <td>0.656</td><td>0.681</td><td>0.668</td>
    <td>0.649</td><td>0.719</td><td>0.682</td>
  </tr>
  <tr>
    <td><b>Llama3.3</b></td>
    <td>0.615</td><td><b>0.700</b></td><td>0.654</td>
    <td>0.592</td><td><b>0.696</b></td><td>0.640</td>
    <td>0.691</td><td><b>0.731</b></td><td><b>0.710</b></td>
    <td>0.688</td><td>0.724</td><td>0.705</td>
  </tr>
  <tr>
    <td><b>MedSwallow</b></td>
    <td>0.027</td><td>0.025</td><td>0.026</td>
    <td><b>0.667</b></td><td>0.616</td><td>0.639</td>
    <td>0.647</td><td>0.617</td><td>0.631</td>
    <td>0.685</td><td>0.651</td><td>0.667</td>
  </tr>
  <tr>
    <td><b>JMedLoRA</b></td>
    <td>0.539</td><td>0.519</td><td>0.528</td>
    <td>0.468</td><td>0.450</td><td>0.459</td>
    <td><b>0.703</b></td><td>0.688</td><td>0.695</td>
    <td><b>0.723</b></td><td>0.705</td><td><b>0.713</b></td>
  </tr>
</table>

#### 具体情報を用いた際の、医療事故内容別の結果は以下である。
The following shows the results for each type of medical incident when utilizing the specific information.

## 背景・要因(background and contributing factors)

<details>
<summary>調剤（71件）</summary>

<table border="1">
  <tr>
    <th rowspan="2">調剤</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
  <tr>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
  </tr>
  <tr>
        <td><b>GPT-4o</b></td>
        <td>0.630</td><td><b>0.690</b></td><td>0.658</td>
        <td>0.677</td><td>0.677</td><td>0.697</td>
        <td>0.711</td><td><b>0.693</b></td><td><b>0.702</b></td>
        <td>0.693</td><td><b>0.692</b></td><td><b>0.692</b></td>
    </tr>
    <tr>
        <td><b>Mistral</b></td>
        <td>0.614</td><td>0.683</td><td>0.646</td>
        <td>0.681</td><td>0.681</td><td>0.629</td>
        <td>0.649</td><td>0.661</td><td>0.655</td>
        <td>0.553</td><td>0.565</td><td>0.558</td>
    </tr>
    <tr>
        <td><b>Llama3.3</b></td>
        <td>0.624</td><td>0.688</td><td>0.654</td>
        <td>0.685</td><td>0.685</td><td>0.639</td>
        <td>0.697</td><td>0.690</td><td>0.693</td>
        <td>0.675</td><td>0.688</td><td>0.681</td>
    </tr>
    <tr>
        <td><b>MedSwallow</b></td>
        <td>0.681</td><td>0.625</td><td>0.651</td>
        <td>0.566</td><td>0.566</td><td>0.594</td>
        <td><b>0.714</b></td><td>0.674</td><td>0.693</td>
        <td>0.649</td><td>0.610</td><td>0.628</td>
    </tr>
    <tr>
        <td><b>JMedLoRA</b></td>
        <td><b>0.689</b></td><td>0.642</td><td><b>0.664</b></td>
        <td><b>0.709</b></td><td><b>0.709</b></td><td><b>0.699</b></td>
        <td>0.709</td><td>0.658</td><td>0.682</td>
        <td><b>0.720</b></td><td>0.660</td><td>0.688</td>
    </tr>
</table>
</details>

<details>
<summary>薬剤（438件）</summary>

<table border="1">
    <th rowspan="2">薬剤</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
  <tr>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
  </tr>
  <tr>
        <td><b>GPT-4o</b></td>
        <td>0.624</td><td><b>0.699</b></td><td><b>0.659</b></td>
        <td>0.692</td><td>0.692</td><td><b>0.699</b></td>
        <td>0.713</td><td><b>0.715</b></td><td><b>0.713</b></td>
        <td>0.697</td><td><b>0.712</b></td><td><b>0.704</b></td>
    </tr>
    <tr>
        <td><b>Mistral</b></td>
        <td>0.608</td><td>0.692</td><td>0.646</td>
        <td>0.689</td><td>0.689</td><td>0.627</td>
        <td>0.624</td><td>0.653</td><td>0.638</td>
        <td>0.571</td><td>0.597</td><td>0.583</td>
    </tr>
    <tr>
        <td><b>Llama3.3</b></td>
        <td>0.617</td><td>0.696</td><td>0.654</td>
        <td>0.696</td><td>0.696</td><td>0.642</td>
        <td>0.689</td><td>0.705</td><td>0.696</td>
        <td>0.673</td><td>0.699</td><td>0.685</td>
    </tr>
    <tr>
        <td><b>MedSwallow</b></td>
        <td><b>0.673</b></td><td>0.629</td><td>0.650</td>
        <td>0.612</td><td>0.612</td><td>0.633</td>
        <td><b>0.715</b></td><td>0.684</td><td>0.698</td>
        <td>0.676</td><td>0.649</td><td>0.661</td>
    </tr>
    <tr>
        <td><b>JMedLoRA</b></td>
        <td>0.662</td><td>0.632</td><td>0.646</td>
        <td><b>0.722</b></td><td><b>0.722</b></td><td>0.698</td>
        <td>0.710</td><td>0.679</td><td>0.693</td>
        <td><b>0.710</b></td><td>0.669</td><td>0.688</td>
    </tr>
</table>
</details>

<details>
<summary>人工呼吸器（182件）</summary>

<table border="1">
    <th rowspan="2">人工呼吸器（182件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
  <tr>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
    <th>P</th><th>R</th><th>F1</th>
  </tr>
 <tr>
      <td><b>GPT-4o</b></td>
      <td>0.601</td><td>0.69</td><td>0.641</td>
      <td>0.687</td><td>0.687</td><td>0.69</td>
      <td>0.698</td><td><b>0.718</b></td><td><b>0.707</b></td>
      <td>0.68</td><td><b>0.712</b></td><td>0.695</td>
  </tr>
  <tr>
      <td><b>Mistral</b></td>
      <td>0.583</td><td>0.684</td><td>0.629</td>
      <td>0.675</td><td>0.675</td><td>0.607</td>
      <td>0.611</td><td>0.664</td><td>0.636</td>
      <td>0.528</td><td>0.566</td><td>0.546</td>
  </tr>
  <tr>
      <td><b>Llama3.3</b></td>
      <td>0.601</td><td><b>0.695</b></td><td>0.644</td>
      <td>0.693</td><td>0.693</td><td>0.632</td>
      <td>0.675</td><td>0.712</td><td>0.692</td>
      <td>0.66</td><td>0.702</td><td>0.679</td>
  </tr>
  <tr>
      <td><b>MedSwallow</b></td>
      <td>0.68</td><td>0.636</td><td>0.656</td>
      <td>0.664</td><td>0.664</td><td>0.681</td>
      <td><b>0.719</b></td><td>0.693</td><td>0.704</td>
      <td>0.694</td><td>0.669</td><td>0.68</td>
  </tr>
  <tr>
      <td><b>JMedLoRA</b></td>
      <td><b>0.683</b></td><td>0.672</td><td><b>0.676</b></td>
      <td><b>0.720</b></td><td><b>0.720</b></td><td><b>0.697</b></td>
      <td>0.708</td><td>0.69</td><td>0.698</td>
      <td><b>0.712</b></td><td>0.686</td><td><b>0.698</b></td>
  </tr>  
</table>
</details>

<details>
<summary>輸液ポンプ（114件）</summary>

<table border="1">
    <th rowspan="2">輸液ポンプ（114件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.629</td><td><b>0.703</b></td><td><b>0.663</b></td>
  <td>0.695</td><td>0.695</td><td><b>0.707</b></td>
  <td><b>0.721</b></td><td><b>0.718</b></td><td><b>0.719</b></td>
  <td>0.703</td><td><b>0.715</b></td><td><b>0.708</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.611</td><td>0.692</td><td>0.648</td>
  <td>0.692</td><td>0.692</td><td>0.632</td>
  <td>0.604</td><td>0.639</td><td>0.620</td>
  <td>0.617</td><td>0.641</td><td>0.628</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.621</td><td>0.700</td><td>0.657</td>
  <td>0.696</td><td>0.696</td><td>0.643</td>
  <td>0.698</td><td>0.716</td><td>0.706</td>
  <td>0.681</td><td>0.704</td><td>0.691</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.686</b></td><td>0.642</td><td><b>0.663</b></td>
  <td>0.664</td><td>0.664</td><td>0.691</td>
  <td>0.710</td><td>0.675</td><td>0.691</td>
  <td>0.675</td><td>0.646</td><td>0.659</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.671</td><td>0.638</td><td>0.653</td>
  <td><b>0.719</b></td><td><b>0.719</b></td><td>0.700</td>
  <td>0.720</td><td>0.680</td><td>0.699</td>
  <td><b>0.716</b></td><td>0.674</td><td>0.693</td>
</tr>
</table>
</details>

<details>
<summary>持参薬（136件）</summary>

<table border="1">
    <th rowspan="2">持参薬<br>（136件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.646</td><td><b>0.713</b></td><td>0.678</td>
  <td>0.709</td><td>0.709</td><td><b>0.716</b></td>
  <td><b>0.725</b></td><td>0.721</td><td><b>0.723</b></td>
  <td>0.72</td><td><b>0.726</b></td><td><b>0.722</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.631</td><td>0.709</td><td>0.667</td>
  <td>0.703</td><td>0.703</td><td>0.645</td>
  <td>0.656</td><td>0.68</td><td>0.667</td>
  <td>0.638</td><td>0.665</td><td>0.651</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.635</td><td>0.71</td><td>0.67</td>
  <td>0.707</td><td>0.707</td><td>0.656</td>
  <td>0.707</td><td>0.718</td><td>0.712</td>
  <td>0.695</td><td>0.714</td><td>0.704</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.68</td><td>0.641</td><td>0.659</td>
  <td>0.61</td><td>0.61</td><td>0.632</td>
  <td><b>0.725</b></td><td>0.693</td><td>0.708</td>
  <td>0.669</td><td>0.638</td><td>0.652</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.699</b></td><td>0.666</td><td><b>0.681</b></td>
  <td><b>0.73</b></td><td><b>0.73</b></td><td>0.711</td>
  <td>0.721</td><td>0.684</td><td>0.702</td>
  <td><b>0.723</b></td><td>0.683</td><td>0.702</td>
</tr>
  </table>
</details>

<details>
<summary>ドレーンの挿入・管理（134件）</summary>

<table border="1">
    <th rowspan="2">ドレーンの挿入・管理</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.626</td><td>0.699</td><td>0.66</td>
  <td>0.693</td><td>0.693</td><td><b>0.704</b></td>
  <td>0.713</td><td><b>0.717</b></td><td><b>0.714</b></td>
  <td>0.704</td><td><b>0.719</b></td><td><b>0.711</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.605</td><td>0.691</td><td>0.645</td>
  <td>0.681</td><td>0.681</td><td>0.619</td>
  <td>0.617</td><td>0.653</td><td>0.634</td>
  <td>0.567</td><td>0.592</td><td>0.579</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.616</td><td><b>0.701</b></td><td>0.656</td>
  <td>0.702</td><td>0.702</td><td>0.643</td>
  <td>0.693</td><td>0.714</td><td>0.703</td>
  <td>0.671</td><td>0.703</td><td>0.686</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.687</b></td><td>0.643</td><td>0.664</td>
  <td>0.609</td><td>0.609</td><td>0.633</td>
  <td><b>0.731</b></td><td>0.686</td><td>0.707</td>
  <td>0.705</td><td>0.662</td><td>0.682</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.685</td><td>0.661</td><td><b>0.672</b></td>
  <td><b>0.721</b></td><td><b>0.721</b></td><td>0.703</td>
  <td>0.719</td><td>0.684</td><td>0.7</td>
  <td><b>0.714</b></td><td>0.677</td><td>0.694</td>
</tr>
  </table>
</details>

<details>
<summary>（臨床）検査（84件）</summary>

<table border="1">
    <th rowspan="2">（臨床）検査</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.59</td><td>0.677</td><td>0.63</td>
  <td>0.679</td><td>0.679</td><td>0.678</td>
  <td>0.703</td><td><b>0.725</b></td><td><b>0.713</b></td>
  <td>0.685</td><td><b>0.72</b></td><td><b>0.701</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.57</td><td>0.668</td><td>0.615</td>
  <td>0.654</td><td>0.654</td><td>0.587</td>
  <td>0.635</td><td>0.687</td><td>0.659</td>
  <td>0.532</td><td>0.566</td><td>0.548</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.601</td><td><b>0.698</b></td><td>0.645</td>
  <td>0.697</td><td>0.697</td><td>0.63</td>
  <td>0.681</td><td>0.716</td><td>0.697</td>
  <td>0.665</td><td>0.708</td><td>0.685</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.674</td><td>0.637</td><td>0.654</td>
  <td>0.603</td><td>0.603</td><td>0.614</td>
  <td>0.71</td><td>0.69</td><td>0.698</td>
  <td>0.677</td><td>0.652</td><td>0.663</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.682</b></td><td>0.665</td><td><b>0.672</b></td>
  <td><b>0.722</b></td><td><b>0.722</b></td><td><b>0.696</b></td>
  <td><b>0.715</b></td><td>0.69</td><td>0.701</td>
  <td><b>0.712</b></td><td>0.686</td><td>0.698</td>
</tr>
</table>
</details>

<details>
<summary>小児患者の療養（133件）</summary>

<table border="1">
    <th rowspan="2">小児患者の療養</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.617</td><td>0.7</td><td>0.656</td>
  <td>0.69</td><td>0.69</td><td>0.694</td>
  <td>0.714</td><td><b>0.735</b></td><td><b>0.723</b></td>
  <td>0.701</td><td><b>0.731</b></td><td><b>0.715</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.595</td><td>0.694</td><td>0.641</td>
  <td>0.686</td><td>0.686</td><td>0.614</td>
  <td>0.633</td><td>0.684</td><td>0.657</td>
  <td>0.611</td><td>0.656</td><td>0.632</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.611</td><td><b>0.705</b></td><td>0.654</td>
  <td>0.704</td><td>0.704</td><td>0.639</td>
  <td>0.684</td><td>0.722</td><td>0.702</td>
  <td>0.674</td><td>0.716</td><td>0.694</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.678</td><td>0.637</td><td>0.656</td>
  <td>0.646</td><td>0.646</td><td>0.664</td>
  <td><b>0.726</b></td><td>0.703</td><td>0.714</td>
  <td>0.682</td><td>0.663</td><td>0.671</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.702</b></td><td>0.686</td><td><b>0.693</b></td>
  <td><b>0.726</b></td><td><b>0.726</b></td><td><b>0.704</b></td>
  <td>0.722</td><td>0.698</td><td>0.709</td>
  <td><b>0.724</b></td><td>0.698</td><td>0.71</td>
</tr>
  </table>
</details>

<details>
<summary>リハビリテーション（131件）</summary>

<table border="1">
    <th rowspan="2">リハビリテーション</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.636</td><td><b>0.712</b></td><td>0.671</td>
  <td>0.704</td><td>0.704</td><td><b>0.71</b></td>
  <td><b>0.718</b></td><td><b>0.733</b></td><td><b>0.724</b></td>
  <td><b>0.708</b></td><td><b>0.733</b></td><td><b>0.72</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.611</td><td>0.707</td><td>0.655</td>
  <td>0.703</td><td>0.703</td><td>0.634</td>
  <td>0.632</td><td>0.677</td><td>0.653</td>
  <td>0.647</td><td>0.69</td><td>0.667</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.619</td><td>0.709</td><td>0.66</td>
  <td>0.707</td><td>0.707</td><td>0.645</td>
  <td>0.692</td><td>0.727</td><td>0.709</td>
  <td>0.68</td><td>0.722</td><td>0.7</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.664</td><td>0.623</td><td>0.642</td>
  <td>0.656</td><td>0.656</td><td>0.674</td>
  <td>0.715</td><td>0.695</td><td>0.704</td>
  <td>0.681</td><td>0.658</td><td>0.668</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.685</b></td><td>0.668</td><td><b>0.675</b></td>
  <td><b>0.717</b></td><td><b>0.717</b></td><td>0.696</td>
  <td>0.711</td><td>0.693</td><td>0.701</td>
  <td>0.703</td><td>0.687</td><td>0.694</td>
</tr>
</table>
</details>

<details>
<summary>輸血療法（121件）</summary>

<table border="1">
    <th rowspan="2">輸血療法</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.628</td><td><b>0.708</b></td><td>0.665</td>
  <td>0.694</td><td>0.694</td><td>0.695</td>
  <td>0.712</td><td><b>0.724</b></td><td><b>0.717</b></td>
  <td>0.701</td><td><b>0.722</b></td><td><b>0.711</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.605</td><td>0.697</td><td>0.647</td>
  <td>0.695</td><td>0.695</td><td>0.628</td>
  <td>0.634</td><td>0.671</td><td>0.652</td>
  <td>0.596</td><td>0.635</td><td>0.614</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.608</td><td>0.691</td><td>0.646</td>
  <td>0.701</td><td>0.701</td><td>0.642</td>
  <td>0.691</td><td>0.718</td><td>0.704</td>
  <td>0.675</td><td>0.711</td><td>0.692</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.694</b></td><td>0.657</td><td>0.674</td>
  <td>0.634</td><td>0.634</td><td>0.648</td>
  <td>0.707</td><td>0.688</td><td>0.697</td>
  <td>0.648</td><td>0.635</td><td>0.64</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.692</td><td>0.673</td><td><b>0.681</b></td>
  <td><b>0.725</b></td><td><b>0.725</b></td><td><b>0.705</b></td>
  <td><b>0.717</b></td><td>0.695</td><td>0.705</td>
  <td><b>0.72</b></td><td>0.689</td><td>0.703</td>
</tr>
</table>
</details>

<details>
<summary>禁忌薬（83件）</summary>

<table border="1">
    <th rowspan="2">禁忌薬</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.633</td><td><b>0.712</b></td><td><b>0.67</b></td>
  <td>0.705</td><td>0.705</td><td><b>0.711</b></td>
  <td>0.718</td><td><b>0.728</b></td><td><b>0.722</b></td>
  <td>0.704</td><td><b>0.73</b></td><td><b>0.716</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.615</td><td>0.707</td><td>0.658</td>
  <td>0.701</td><td>0.701</td><td>0.634</td>
  <td>0.62</td><td>0.659</td><td>0.638</td>
  <td>0.611</td><td>0.651</td><td>0.63</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.623</td><td>0.709</td><td>0.662</td>
  <td>0.705</td><td>0.705</td><td>0.64</td>
  <td>0.688</td><td>0.717</td><td>0.701</td>
  <td>0.678</td><td>0.715</td><td>0.695</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.664</td><td>0.621</td><td>0.641</td>
  <td>0.621</td><td>0.621</td><td>0.64</td>
  <td><b>0.72</b></td><td>0.697</td><td>0.707</td>
  <td>0.658</td><td>0.631</td><td>0.643</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.667</b></td><td>0.644</td><td>0.655</td>
  <td><b>0.721</b></td><td><b>0.721</b></td><td>0.699</td>
  <td>0.713</td><td>0.693</td><td>0.702</td>
  <td><b>0.709</b></td><td>0.676</td><td>0.691</td>
</tr>
</table>
</details>

<details>
<summary>放射線検査（71件）</summary>

<table border="1">
    <th rowspan="2">放射線検査</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.594</td><td><b>0.697</b></td><td>0.64</td>
  <td>0.7</td><td>0.7</td><td><b>0.688</b></td>
  <td>0.675</td><td><b>0.713</b></td><td><b>0.692</b></td>
  <td>0.663</td><td><b>0.716</b></td><td><b>0.687</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.576</td><td>0.693</td><td>0.628</td>
  <td>0.679</td><td>0.679</td><td>0.599</td>
  <td>0.59</td><td>0.652</td><td>0.618</td>
  <td>0.527</td><td>0.581</td><td>0.552</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.572</td><td>0.681</td><td>0.621</td>
  <td>0.683</td><td>0.683</td><td>0.613</td>
  <td>0.654</td><td>0.705</td><td>0.678</td>
  <td>0.64</td><td>0.7</td><td>0.668</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.665</b></td><td>0.633</td><td>0.647</td>
  <td>0.631</td><td>0.631</td><td>0.635</td>
  <td><b>0.688</b></td><td>0.696</td><td>0.69</td>
  <td>0.658</td><td>0.663</td><td>0.659</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.665</b></td><td>0.669</td><td><b>0.666</b></td>
  <td><b>0.71</b></td><td><b>0.71</b></td><td>0.672</td>
  <td>0.685</td><td>0.691</td><td>0.687</td>
  <td><b>0.676</b></td><td>0.672</td><td>0.672</td>
</tr>
</table>
</details>

<details>
<summary>左右（部位）間違い（73件）</summary>

<table border="1">
    <th rowspan="2">左右（部位）間違い</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.584</td><td><b>0.674</b></td><td>0.625</td>
  <td>0.672</td><td>0.672</td><td>0.671</td>
  <td>0.681</td><td><b>0.708</b></td><td><b>0.693</b></td>
  <td>0.664</td><td><b>0.703</b></td><td>0.682</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.561</td><td>0.665</td><td>0.607</td>
  <td>0.656</td><td>0.656</td><td>0.584</td>
  <td>0.6</td><td>0.65</td><td>0.623</td>
  <td>0.536</td><td>0.585</td><td>0.558</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.581</td><td><b>0.677</b></td><td>0.624</td>
  <td>0.671</td><td>0.671</td><td>0.606</td>
  <td>0.65</td><td>0.695</td><td>0.67</td>
  <td>0.639</td><td>0.69</td><td>0.662</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.662</td><td>0.646</td><td>0.653</td>
  <td>0.641</td><td>0.641</td><td>0.647</td>
  <td>0.687</td><td>0.679</td><td>0.681</td>
  <td>0.617</td><td>0.615</td><td>0.614</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.681</b></td><td>0.67</td><td><b>0.674</b></td>
  <td><b>0.71</b></td><td><b>0.71</b></td><td><b>0.687</b></td>
  <td><b>0.695</b></td><td>0.683</td><td><b>0.687</b></td>
  <td><b>0.691</b></td><td>0.682</td><td><b>0.685</b></td>
</tr>
</table>
</details>

<details>
<summary>異物残存（23件）</summary>

<table border="1">
    <th rowspan="2">異物残存</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.631</td><td><b>0.703</b></td><td>0.664</td>
  <td>0.694</td><td>0.694</td><td><b>0.705</b></td>
  <td><b>0.716</b></td><td><b>0.721</b></td><td><b>0.718</b></td>
  <td>0.691</td><td>0.709</td><td><b>0.7</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.618</td><td>0.701</td><td>0.656</td>
  <td>0.662</td><td>0.662</td><td>0.605</td>
  <td>0.609</td><td>0.642</td><td>0.625</td>
  <td>0.532</td><td>0.56</td><td>0.545</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.621</td><td>0.698</td><td>0.657</td>
  <td>0.7</td><td>0.7</td><td>0.657</td>
  <td>0.685</td><td>0.707</td><td>0.695</td>
  <td>0.68</td><td><b>0.71</b></td><td>0.694</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.701</b></td><td>0.666</td><td><b>0.683</b></td>
  <td>0.639</td><td>0.639</td><td>0.656</td>
  <td>0.707</td><td>0.676</td><td>0.691</td>
  <td>0.573</td><td>0.563</td><td>0.567</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.679</td><td>0.658</td><td>0.667</td>
  <td><b>0.718</b></td><td><b>0.718</b></td><td>0.699</td>
  <td>0.71</td><td>0.681</td><td>0.695</td>
  <td><b>0.706</b></td><td>0.682</td><td>0.694</td>
</tr>
  </table>
</details>
<details>

<summary>ベッドなど病室の設備（71件）</summary>

<table border="1">
    <th rowspan="2">ベッドなど病室の設備</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.626</td><td><b>0.707</b></td><td>0.663</td>
  <td>0.68</td><td>0.68</td><td>0.682</td>
  <td>0.705</td><td><b>0.727</b></td><td><b>0.715</b></td>
  <td>0.691</td><td><b>0.726</b></td><td><b>0.707</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.597</td><td>0.699</td><td>0.643</td>
  <td>0.69</td><td>0.69</td><td>0.617</td>
  <td>0.633</td><td>0.683</td><td>0.656</td>
  <td>0.651</td><td>0.701</td><td>0.674</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.599</td><td>0.696</td><td>0.643</td>
  <td>0.693</td><td>0.693</td><td>0.632</td>
  <td>0.675</td><td>0.715</td><td>0.694</td>
  <td>0.669</td><td>0.713</td><td>0.69</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.685</b></td><td>0.639</td><td>0.661</td>
  <td>0.619</td><td>0.619</td><td>0.637</td>
  <td><b>0.724</b></td><td>0.699</td><td>0.71</td>
  <td>0.681</td><td>0.648</td><td>0.663</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.681</td><td>0.677</td><td><b>0.678</b></td>
  <td><b>0.711</b></td><td><b>0.711</b></td><td><b>0.693</b></td>
  <td>0.71</td><td>0.692</td><td>0.7</td>
  <td><b>0.708</b></td><td>0.691</td><td>0.699</td>
</tr>
</table>
</details>


<details>
<summary>化学療法（60件）</summary>

<table border="1">
    <th rowspan="2">化学療法</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.625</td><td><b>0.696</b></td><td><b>0.658</b></td>
  <td>0.696</td><td>0.696</td><td><b>0.703</b></td>
  <td>0.708</td><td><b>0.714</b></td><td><b>0.711</b></td>
  <td>0.693</td><td><b>0.709</b></td><td><b>0.7</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.606</td><td>0.69</td><td>0.645</td>
  <td>0.687</td><td>0.687</td><td>0.625</td>
  <td>0.632</td><td>0.668</td><td>0.649</td>
  <td>0.518</td><td>0.546</td><td>0.531</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.616</td><td>0.694</td><td>0.652</td>
  <td>0.691</td><td>0.691</td><td>0.638</td>
  <td>0.685</td><td>0.705</td><td>0.695</td>
  <td>0.675</td><td>0.704</td><td>0.688</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.668</b></td><td>0.621</td><td>0.643</td>
  <td>0.571</td><td>0.571</td><td>0.593</td>
  <td>0.707</td><td>0.676</td><td>0.69</td>
  <td>0.678</td><td>0.653</td><td>0.665</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.667</td><td>0.637</td><td>0.651</td>
  <td><b>0.714</b></td><td><b>0.714</b></td><td>0.691</td>
  <td><b>0.71</b></td><td>0.676</td><td>0.692</td>
  <td><b>0.713</b></td><td>0.673</td><td>0.692</td>
</tr>
</table>
</details>

<details>
<summary>電気メス等（39件）</summary>

<table border="1">
    <th rowspan="2">電気メス等</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.563</td><td>0.645</td><td>0.6</td>
  <td>0.671</td><td>0.671</td><td><b>0.681</b></td>
  <td>0.688</td><td><b>0.712</b></td><td>0.698</td>
  <td>0.672</td><td><b>0.705</b></td><td><b>0.698</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.525</td><td>0.619</td><td>0.567</td>
  <td>0.567</td><td>0.567</td><td>0.508</td>
  <td>0.603</td><td>0.654</td><td>0.627</td>
  <td>0.571</td><td>0.613</td><td>0.591</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.607</td><td><b>0.7</b></td><td>0.649</td>
  <td>0.695</td><td>0.695</td><td>0.64</td>
  <td>0.663</td><td>0.711</td><td>0.685</td>
  <td>0.651</td><td>0.703</td><td>0.675</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.678</b></td><td>0.635</td><td><b>0.654</b></td>
  <td>0.606</td><td>0.606</td><td>0.623</td>
  <td><b>0.712</b></td><td>0.691</td><td><b>0.7</b></td>
  <td>0.632</td><td>0.616</td><td>0.623</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.671</td><td>0.657</td><td>0.663</td>
  <td><b>0.713</b></td><td><b>0.713</b></td><td><b>0.695</b></td>
  <td>0.705</td><td>0.69</td><td>0.696</td>
  <td><b>0.711</b></td><td>0.688</td><td><b>0.698</b></td>
</tr>
</table>
</details>


<details>
<summary>患者取り違え（53件）</summary>

<table border="1">
    <th rowspan="2">患者取り違え</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.629</td><td><b>0.704</b></td><td>0.664</td>
  <td>0.698</td><td>0.698</td><td><b>0.704</b></td>
  <td>0.71</td><td><b>0.715</b></td><td><b>0.712</b></td>
  <td>0.696</td><td><b>0.718</b></td><td><b>0.706</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.602</td><td>0.694</td><td>0.644</td>
  <td>0.692</td><td>0.692</td><td>0.626</td>
  <td>0.61</td><td>0.646</td><td>0.627</td>
  <td>0.521</td><td>0.549</td><td>0.534</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.605</td><td>0.697</td><td>0.647</td>
  <td>0.693</td><td>0.693</td><td>0.632</td>
  <td>0.693</td><td>0.713</td><td>0.702</td>
  <td>0.674</td><td>0.706</td><td>0.689</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td><b>0.698</b></td><td>0.672</td><td><b>0.684</b></td>
  <td>0.631</td><td>0.631</td><td>0.643</td>
  <td><b>0.714</b></td><td>0.692</td><td>0.702</td>
  <td>0.706</td><td>0.685</td><td>0.695</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.692</td><td>0.67</td><td>0.68</td>
  <td><b>0.724</b></td><td><b>0.724</b></td><td>0.703</td>
  <td><b>0.714</b></td><td>0.689</td><td>0.701</td>
  <td><b>0.717</b></td><td>0.684</td><td>0.699</td>
</tr>
</table>
</details>


## 改善策(proposed improvements)

<details>
<summary>調剤（71件）</summary>

<table border="1">
  <tr>
    <th rowspan="2">調剤</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.626</td><td>0.699</td><td>0.660</td>
  <td><b>0.713</b></td><td><b>0.713</b></td><td><b>0.699</b></td>
  <td>0.705</td><td><b>0.724</b></td><td><b>0.714</b></td>
  <td>0.689</td><td><b>0.721</b></td><td><b>0.704</b></td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.619</td><td>0.693</td><td>0.654</td>
  <td>0.681</td><td>0.681</td><td>0.669</td>
  <td>0.675</td><td>0.689</td><td>0.681</td>
  <td>0.325</td><td>0.341</td><td>0.333</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.631</b></td><td><b>0.700</b></td><td><b>0.664</b></td>
  <td>0.692</td><td>0.692</td><td>0.645</td>
  <td><b>0.707</b></td><td>0.722</td><td><b>0.714</b></td>
  <td>0.703</td><td>0.718</td><td>0.710</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.020</td><td>0.019</td><td>0.019</td>
  <td>0.564</td><td>0.564</td><td>0.596</td>
  <td>0.675</td><td>0.634</td><td>0.653</td>
  <td>0.719</td><td>0.666</td><td>0.691</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.553</td><td>0.521</td><td>0.536</td>
  <td>0.448</td><td>0.448</td><td>0.464</td>
  <td>0.681</td><td>0.646</td><td>0.662</td>
  <td><b>0.736</b></td><td>0.695</td><td><b>0.714</b></td>
</tr>
</table>
</details>

<details>
<summary>薬剤（438件）</summary>

<table border="1">
    <th rowspan="2">薬剤</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.618</td><td><b>0.702</b></td><td>0.657</td>
  <td><b>0.717</b></td><td><b>0.717</b></td><td><b>0.697</b></td>
  <td>0.701</td><td><b>0.731</b></td><td><b>0.715</b></td>
  <td>0.685</td><td><b>0.726</b></td><td>0.705</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.612</td><td>0.697</td><td>0.652</td>
  <td>0.687</td><td>0.687</td><td>0.667</td>
  <td>0.659</td><td>0.675</td><td>0.666</td>
  <td>0.513</td><td>0.557</td><td>0.534</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.623</b></td><td>0.699</td><td><b>0.659</b></td>
  <td>0.695</td><td>0.695</td><td>0.643</td>
  <td><b>0.7</b></td><td>0.728</td><td>0.713</td>
  <td>0.694</td><td>0.72</td><td><b>0.706</b></td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.022</td><td>0.019</td><td>0.02</td>
  <td>0.6</td><td>0.6</td><td>0.628</td>
  <td>0.643</td><td>0.606</td><td>0.623</td>
  <td><b>0.724</b></td><td>0.681</td><td>0.701</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.504</td><td>0.478</td><td>0.49</td>
  <td>0.406</td><td>0.406</td><td>0.416</td>
  <td><b>0.703</b></td><td>0.679</td><td>0.69</td>
  <td>0.723</td><td>0.693</td><td><b>0.707</b></td>
</tr>
</table>

</details>

<details>

<summary>人工呼吸器（182件）</summary>

<table border="1">
    <th rowspan="2">人工呼吸器（182件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.603</td><td>0.692</td><td>0.644</td>
  <td><b>0.706</b></td><td><b>0.706</b></td><td>0.681</td>
  <td>0.688</td><td><b>0.729</b></td><td>0.707</td>
  <td>0.677</td><td><b>0.723</b></td><td>0.698</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.598</td><td>0.692</td><td>0.641</td>
  <td>0.682</td><td>0.682</td><td>0.669</td>
  <td>0.655</td><td>0.682</td><td>0.667</td>
  <td>0.494</td><td>0.545</td><td>0.517</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.613</b></td><td><b>0.698</b></td><td><b>0.652</b></td>
  <td>0.695</td><td>0.695</td><td>0.639</td>
  <td>0.686</td><td>0.728</td><td><b>0.706</b></td>
  <td>0.679</td><td>0.715</td><td>0.696</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.042</td><td>0.040</td><td>0.041</td>
  <td>0.644</td><td>0.644</td><td><b>0.670</b></td>
  <td>0.659</td><td>0.630</td><td>0.643</td>
  <td><b>0.727</b></td><td>0.692</td><td><b>0.708</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.537</td><td>0.521</td><td>0.528</td>
  <td>0.399</td><td>0.399</td><td>0.407</td>
  <td><b>0.711</b></td><td>0.695</td><td>0.702</td>
  <td>0.713</td><td>0.692</td><td>0.701</td>
</tr>
</table>
</details>

<details>
<summary>輸液ポンプ（114件）</summary>

<table border="1">
    <th rowspan="2">輸液ポンプ（114件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.617</td><td>0.706</td><td>0.659</td>
  <td><b>0.723</b></td><td><b>0.723</b></td><td><b>0.700</b></td>
  <td>0.697</td><td>0.733</td><td><b>0.714</b></td>
  <td>0.683</td><td><b>0.731</b></td><td>0.706</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.609</td><td>0.703</td><td>0.652</td>
  <td>0.695</td><td>0.695</td><td>0.674</td>
  <td>0.625</td><td>0.653</td><td>0.638</td>
  <td>0.391</td><td>0.422</td><td>0.405</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.620</b></td><td><b>0.707</b></td><td><b>0.660</b></td>
  <td>0.700</td><td>0.700</td><td>0.644</td>
  <td><b>0.694</b></td><td><b>0.734</b></td><td>0.713</td>
  <td><b>0.694</b></td><td>0.728</td><td><b>0.710</b></td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.032</td><td>0.029</td><td>0.031</td>
  <td>0.663</td><td>0.663</td><td>0.689</td>
  <td>0.585</td><td>0.554</td><td>0.568</td>
  <td>0.720</td><td>0.686</td><td>0.702</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.501</td><td>0.480</td><td>0.490</td>
  <td>0.417</td><td>0.417</td><td>0.428</td>
  <td>0.709</td><td>0.687</td><td>0.697</td>
  <td><b>0.721</b></td><td>0.701</td><td>0.710</td>
</tr>
    </table>
</details>

<details>
<summary>持参薬（136件）</summary>

<table border="1">
    <th rowspan="2">持参薬<br>（136件）</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.618</td><td><b>0.711</b></td><td><b>0.661</b></td>
  <td><b>0.729</b></td><td><b>0.729</b></td><td><b>0.702</b></td>
  <td>0.701</td><td>0.743</td><td>0.721</td>
  <td>0.686</td><td>0.737</td><td>0.710</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.612</td><td>0.706</td><td>0.656</td>
  <td>0.696</td><td>0.696</td><td>0.675</td>
  <td>0.669</td><td>0.698</td><td>0.683</td>
  <td>0.437</td><td>0.471</td><td>0.453</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.621</b></td><td>0.707</td><td><b>0.661</b></td>
  <td>0.703</td><td>0.703</td><td>0.647</td>
  <td>0.703</td><td><b>0.744</b></td><td><b>0.722</b></td>
  <td>0.704</td><td><b>0.740</b></td><td>0.721</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.044</td><td>0.040</td><td>0.042</td>
  <td>0.615</td><td>0.615</td><td>0.635</td>
  <td>0.679</td><td>0.648</td><td>0.662</td>
  <td>0.728</td><td>0.697</td><td>0.712</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.527</td><td>0.507</td><td>0.517</td>
  <td>0.512</td><td>0.512</td><td>0.520</td>
  <td><b>0.707</b></td><td>0.691</td><td>0.698</td>
  <td><b>0.739</b></td><td>0.721</td><td><b>0.729</b></td>
</tr>
  </table>
</details>

<details>
<summary>ドレーンの挿入・管理（134件）</summary>

<table border="1">
    <th rowspan="2">ドレーンの挿入・管理</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.612</td><td>0.697</td><td>0.651</td>
  <td><b>0.714</b></td><td><b>0.714</b></td><td><b>0.690</b></td>
  <td>0.694</td><td>0.730</td><td><b>0.711</b></td>
  <td>0.682</td><td><b>0.727</b></td><td>0.704</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.602</td><td>0.694</td><td>0.644</td>
  <td>0.684</td><td>0.684</td><td>0.668</td>
  <td>0.649</td><td>0.674</td><td>0.660</td>
  <td>0.414</td><td>0.444</td><td>0.428</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.616</b></td><td><b>0.701</b></td><td><b>0.655</b></td>
  <td>0.699</td><td>0.699</td><td>0.643</td>
  <td>0.692</td><td><b>0.732</b></td><td><b>0.711</b></td>
  <td>0.684</td><td>0.717</td><td>0.700</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.049</td><td>0.046</td><td>0.047</td>
  <td>0.598</td><td>0.598</td><td>0.623</td>
  <td>0.677</td><td>0.643</td><td>0.659</td>
  <td><b>0.726</b></td><td>0.686</td><td><b>0.705</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.562</td><td>0.544</td><td>0.553</td>
  <td>0.433</td><td>0.433</td><td>0.441</td>
  <td><b>0.719</b></td><td>0.701</td><td>0.709</td>
  <td>0.712</td><td><b>0.727</b></td><td>0.701</td>
</tr>
  </table>
</details>

<details>
<summary>（臨床）検査（84件）</summary>

<table border="1">
    <th rowspan="2">（臨床）検査</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.582</td><td>0.674</td><td>0.624</td>
  <td><b>0.699</b></td><td><b>0.699</b></td><td><b>0.670</b></td>
  <td>0.687</td><td><b>0.735</b></td><td><b>0.709</b></td>
  <td>0.670</td><td><b>0.725</b></td><td>0.696</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.578</td><td>0.676</td><td>0.622</td>
  <td>0.670</td><td>0.670</td><td>0.651</td>
  <td>0.673</td><td>0.707</td><td>0.689</td>
  <td>0.375</td><td>0.405</td><td>0.389</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.609</b></td><td><b>0.707</b></td><td><b>0.654</b></td>
  <td>0.698</td><td>0.698</td><td>0.637</td>
  <td>0.686</td><td>0.734</td><td><b>0.709</b></td>
  <td>0.683</td><td>0.723</td><td>0.702</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.009</td><td>0.009</td><td>0.009</td>
  <td>0.602</td><td>0.602</td><td>0.621</td>
  <td>0.671</td><td>0.641</td><td>0.654</td>
  <td><b>0.729</b></td><td>0.693</td><td>0.710</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.589</td><td>0.568</td><td>0.577</td>
  <td>0.543</td><td>0.543</td><td>0.549</td>
  <td><b>0.713</b></td><td>0.704</td><td>0.708</td>
  <td>0.720</td><td>0.711</td><td><b>0.715</b></td>
</tr>
</table>
</details>

<details>
<summary>小児患者の療養（133件）</summary>

<table border="1">
    <th rowspan="2">小児患者の療養</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.604</td><td>0.693</td><td>0.645</td>
  <td><b>0.700</b></td><td><b>0.700</b></td><td><b>0.673</b></td>
  <td>0.688</td><td>0.730</td><td><b>0.708</b></td>
  <td>0.674</td><td><b>0.726</b></td><td>0.699</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.592</td><td>0.689</td><td>0.636</td>
  <td>0.670</td><td>0.670</td><td>0.656</td>
  <td>0.674</td><td>0.696</td><td>0.684</td>
  <td>0.511</td><td>0.555</td><td>0.532</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.614</b></td><td><b>0.702</b></td><td><b>0.654</b></td>
  <td>0.695</td><td>0.695</td><td>0.636</td>
  <td>0.688</td><td><b>0.732</b></td><td><b>0.708</b></td>
  <td>0.687</td><td>0.724</td><td>0.704</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.026</td><td>0.024</td><td>0.025</td>
  <td>0.624</td><td>0.624</td><td>0.647</td>
  <td>0.659</td><td>0.624</td><td>0.640</td>
  <td><b>0.727</b></td><td>0.697</td><td><b>0.711</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.585</td><td>0.564</td><td>0.574</td>
  <td>0.500</td><td>0.500</td><td>0.508</td>
  <td><b>0.695</b></td><td>0.690</td><td>0.692</td>
  <td>0.705</td><td><b>0.696</b></td><td>0.700</td>
</tr>
</table>
</details>

<details>
<summary>リハビリテーション（131件）</summary>

<table border="1">
    <th rowspan="2">リハビリテーション</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td><b>0.623</b></td><td><b>0.713</b></td><td><b>0.664</b></td>
  <td><b>0.721</b></td><td><b>0.721</b></td><td><b>0.694</b></td>
  <td><b>0.696</b></td><td><b>0.739</b></td><td><b>0.717</b></td>
  <td>0.684</td><td><b>0.736</b></td><td>0.709</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.608</td><td>0.707</td><td>0.654</td>
  <td>0.690</td><td>0.690</td><td>0.673</td>
  <td>0.661</td><td>0.686</td><td>0.673</td>
  <td>0.604</td><td>0.666</td><td>0.633</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.621</td><td>0.711</td><td>0.663</td>
  <td>0.706</td><td>0.706</td><td>0.645</td>
  <td>0.686</td><td><b>0.739</b></td><td>0.711</td>
  <td>0.689</td><td>0.732</td><td>0.709</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.036</td><td>0.035</td><td>0.035</td>
  <td>0.642</td><td>0.642</td><td>0.664</td>
  <td>0.625</td><td>0.601</td><td>0.612</td>
  <td><b>0.731</b></td><td>0.699</td><td><b>0.714</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.546</td><td>0.529</td><td>0.537</td>
  <td>0.438</td><td>0.438</td><td>0.444</td>
  <td>0.687</td><td>0.685</td><td>0.685</td>
  <td>0.707</td><td>0.702</td><td>0.704</td>
</tr>
</table>
</details>

<details>
<summary>輸血療法（121件）</summary>

<table border="1">
    <th rowspan="2">輸血療法</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td><b>0.611</b></td><td><b>0.706</b></td><td><b>0.654</b></td>
  <td><b>0.704</b></td><td><b>0.704</b></td><td><b>0.678</b></td>
  <td>0.692</td><td><b>0.738</b></td><td><b>0.713</b></td>
  <td>0.678</td><td>0.731</td><td>0.703</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.601</td><td>0.697</td><td>0.645</td>
  <td>0.691</td><td>0.691</td><td>0.673</td>
  <td>0.660</td><td>0.685</td><td>0.671</td>
  <td>0.572</td><td>0.640</td><td>0.603</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.601</td><td>0.689</td><td>0.641</td>
  <td>0.697</td><td>0.697</td><td>0.637</td>
  <td>0.691</td><td>0.737</td><td><b>0.713</b></td>
  <td>0.688</td><td><b>0.733</b></td><td>0.709</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.022</td><td>0.022</td><td>0.022</td>
  <td>0.611</td><td>0.611</td><td>0.631</td>
  <td>0.613</td><td>0.592</td><td>0.602</td>
  <td>0.721</td><td>0.687</td><td>0.702</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.574</td><td>0.552</td><td>0.562</td>
  <td>0.497</td><td>0.497</td><td>0.505</td>
  <td><b>0.695</b></td><td>0.682</td><td>0.688</td>
  <td><b>0.731</b></td><td>0.715</td><td><b>0.722</b></td>
</tr>
</table>
</details>

<details>
<summary>禁忌薬（83件）</summary>

<table border="1">
    <th rowspan="2">禁忌薬</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.613</td><td>0.700</td><td>0.653</td>
  <td><b>0.718</b></td><td><b>0.718</b></td><td><b>0.692</b></td>
  <td>0.691</td><td><b>0.729</b></td><td><b>0.709</b></td>
  <td>0.678</td><td><b>0.727</b></td><td>0.701</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.606</td><td>0.695</td><td>0.647</td>
  <td>0.691</td><td>0.691</td><td>0.673</td>
  <td>0.658</td><td>0.681</td><td>0.669</td>
  <td>0.550</td><td>0.612</td><td>0.579</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.619</b></td><td><b>0.701</b></td><td><b>0.657</b></td>
  <td>0.696</td><td>0.696</td><td>0.640</td>
  <td>0.689</td><td>0.728</td><td>0.707</td>
  <td>0.683</td><td>0.719</td><td>0.700</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.028</td><td>0.024</td><td>0.026</td>
  <td>0.602</td><td>0.602</td><td>0.622</td>
  <td>0.665</td><td>0.635</td><td>0.649</td>
  <td><b>0.714</b></td><td>0.682</td><td>0.696</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.487</td><td>0.473</td><td>0.479</td>
  <td>0.464</td><td>0.464</td><td>0.475</td>
  <td><b>0.696</b></td><td>0.680</td><td>0.687</td>
  <td><b>0.714</b></td><td>0.694</td><td><b>0.703</b></td>
</tr>
    </table>
</details>

<details>
<summary>放射線検査（71件）</summary>

<table border="1">
    <th rowspan="2">放射線検査</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td><b>0.590</b></td><td><b>0.688</b></td><td><b>0.635</b></td>
  <td><b>0.711</b></td><td><b>0.711</b></td><td><b>0.677</b></td>
  <td>0.670</td><td><b>0.725</b></td><td>0.696</td>
  <td>0.655</td><td><b>0.716</b></td><td>0.683</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.581</td><td>0.687</td><td>0.629</td>
  <td>0.692</td><td>0.692</td><td>0.664</td>
  <td>0.637</td><td>0.676</td><td>0.655</td>
  <td>0.626</td><td>0.711</td><td>0.665</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.580</td><td>0.677</td><td>0.623</td>
  <td>0.686</td><td>0.686</td><td>0.623</td>
  <td>0.663</td><td>0.722</td><td>0.690</td>
  <td>0.661</td><td>0.711</td><td>0.684</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.032</td><td>0.030</td><td>0.031</td>
  <td>0.622</td><td>0.622</td><td>0.638</td>
  <td>0.599</td><td>0.581</td><td>0.589</td>
  <td><b>0.706</b></td><td>0.693</td><td><b>0.698</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.557</td><td>0.543</td><td>0.549</td>
  <td>0.528</td><td>0.528</td><td>0.533</td>
  <td><b>0.708</b></td><td>0.707</td><td><b>0.706</b></td>
  <td>0.694</td><td>0.696</td><td>0.694</td>
</tr>
</table>
</details>

<details>
<summary>左右（部位）間違い（73件）</summary>

<table border="1">
    <th rowspan="2">左右（部位）間違い</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.579</td><td>0.685</td><td>0.627</td>
  <td><b>0.703</b></td><td><b>0.703</b></td><td><b>0.672</b></td>
  <td>0.681</td><td><b>0.735</b></td><td><b>0.706</b></td>
  <td>0.665</td><td>0.725</td><td>0.693</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.574</td><td>0.681</td><td>0.622</td>
  <td>0.675</td><td>0.675</td><td>0.657</td>
  <td>0.650</td><td>0.690</td><td>0.669</td>
  <td>0.630</td><td>0.718</td><td>0.670</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.592</b></td><td><b>0.694</b></td><td><b>0.639</b></td>
  <td>0.687</td><td>0.687</td><td>0.623</td>
  <td>0.669</td><td>0.734</td><td>0.699</td>
  <td>0.674</td><td><b>0.727</b></td><td>0.699</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.010</td><td>0.009</td><td>0.009</td>
  <td>0.641</td><td>0.641</td><td>0.658</td>
  <td>0.600</td><td>0.586</td><td>0.592</td>
  <td>0.723</td><td>0.704</td><td>0.713</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.528</td><td>0.516</td><td>0.521</td>
  <td>0.452</td><td>0.452</td><td>0.455</td>
  <td><b>0.683</b></td><td>0.682</td><td>0.681</td>
  <td><b>0.724</b></td><td>0.717</td><td><b>0.719</b></td>
</tr>
  </table>
</details>

<details>
<summary>異物残存（23件）</summary>

<table border="1">
    <th rowspan="2">異物残存</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td><b>0.618</b></td><td>0.703</td><td><b>0.657</b></td>
  <td><b>0.719</b></td><td><b>0.719</b></td><td><b>0.695</b></td>
  <td><b>0.700</b></td><td>0.727</td><td><b>0.713</b></td>
  <td>0.681</td><td>0.721</td><td>0.700</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.615</td><td><b>0.706</b></td><td><b>0.657</b></td>
  <td>0.667</td><td>0.667</td><td>0.652</td>
  <td>0.653</td><td>0.675</td><td>0.663</td>
  <td>0.653</td><td>0.718</td><td>0.683</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.618</b></td><td>0.697</td><td>0.655</td>
  <td>0.702</td><td>0.702</td><td>0.647</td>
  <td>0.691</td><td><b>0.730</b></td><td>0.709</td>
  <td>0.692</td><td><b>0.726</b></td><td>0.708</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0</td><td>0</td><td>0</td>
  <td>0.631</td><td>0.631</td><td>0.659</td>
  <td>0.673</td><td>0.626</td><td>0.648</td>
  <td>0.707</td><td>0.691</td><td>0.698</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.553</td><td>0.528</td><td>0.540</td>
  <td>0.354</td><td>0.354</td><td>0.359</td>
  <td>0.692</td><td>0.667</td><td>0.679</td>
  <td><b>0.731</b></td><td>0.701</td><td><b>0.715</b></td>
</tr>
</table>
</details>
<details>

<summary>ベッドなど病室の設備（71件）</summary>

<table border="1">
    <th rowspan="2">ベッドなど病室の設備</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td><b>0.608</b></td><td><b>0.699</b></td><td><b>0.650</b></td>
  <td>0.689</td><td>0.689</td><td>0.658</td>
  <td>0.681</td><td><b>0.732</b></td><td><b>0.705</b></td>
  <td>0.668</td><td><b>0.727</b></td><td>0.696</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.591</td><td>0.693</td><td>0.637</td>
  <td>0.688</td><td>0.688</td><td><b>0.674</b></td>
  <td>0.672</td><td>0.703</td><td>0.686</td>
  <td>0.642</td><td>0.717</td><td>0.676</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.607</td><td>0.696</td><td>0.647</td>
  <td><b>0.694</b></td><td><b>0.694</b></td><td>0.632</td>
  <td>0.676</td><td>0.727</td><td>0.700</td>
  <td>0.681</td><td>0.724</td><td>0.701</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.008</td><td>0.008</td><td>0.008</td>
  <td>0.620</td><td>0.620</td><td>0.641</td>
  <td>0.695</td><td>0.675</td><td>0.683</td>
  <td><b>0.740</b></td><td>0.701</td><td><b>0.719</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.579</td><td>0.569</td><td>0.573</td>
  <td>0.506</td><td>0.506</td><td>0.512</td>
  <td><b>0.705</b></td><td>0.708</td><td><b>0.705</b></td>
  <td>0.711</td><td>0.710</td><td>0.710</td>
</tr>
  </table>
</details>


<details>
<summary>化学療法（60件）</summary>

<table border="1">
    <th rowspan="2">化学療法</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.613</td><td><b>0.701</b></td><td><b>0.654</b></td>
  <td><b>0.721</b></td><td><b>0.721</b></td><td><b>0.695</b></td>
  <td>0.690</td><td>0.727</td><td>0.708</td>
  <td>0.676</td><td><b>0.721</b></td><td>0.698</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.606</td><td>0.695</td><td>0.647</td>
  <td>0.683</td><td>0.683</td><td>0.662</td>
  <td>0.658</td><td>0.682</td><td>0.669</td>
  <td>0.641</td><td>0.713</td><td>0.675</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.616</b></td><td>0.697</td><td><b>0.654</b></td>
  <td>0.694</td><td>0.694</td><td>0.639</td>
  <td>0.691</td><td><b>0.733</b></td><td><b>0.711</b></td>
  <td>0.689</td><td><b>0.721</b></td><td>0.704</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.014</td><td>0.011</td><td>0.012</td>
  <td>0.568</td><td>0.568</td><td>0.592</td>
  <td>0.665</td><td>0.632</td><td>0.648</td>
  <td>0.705</td><td>0.678</td><td>0.690</td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.487</td><td>0.469</td><td>0.477</td>
  <td>0.396</td><td>0.396</td><td>0.405</td>
  <td><b>0.703</b></td><td>0.687</td><td>0.694</td>
  <td><b>0.727</b></td><td>0.699</td><td><b>0.712</b></td>
</tr>
</table>
</details>

<details>
<summary>電気メス等（39件）</summary>

<table border="1">
    <th rowspan="2">電気メス等</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.552</td><td>0.635</td><td>0.590</td>
  <td><b>0.687</b></td><td><b>0.687</b></td><td><b>0.664</b></td>
  <td>0.670</td><td>0.711</td><td>0.689</td>
  <td>0.659</td><td>0.708</td><td>0.682</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.528</td><td>0.613</td><td>0.567</td>
  <td>0.558</td><td>0.558</td><td>0.551</td>
  <td>0.654</td><td>0.677</td><td>0.665</td>
  <td>0.627</td><td>0.705</td><td>0.663</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td><b>0.603</b></td><td><b>0.689</b></td><td><b>0.643</b></td>
  <td>0.686</td><td>0.686</td><td>0.628</td>
  <td>0.664</td><td><b>0.716</b></td><td>0.688</td>
  <td>0.668</td><td><b>0.714</b></td><td>0.689</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.034</td><td>0.032</td><td>0.033</td>
  <td>0.602</td><td>0.602</td><td>0.625</td>
  <td><b>0.702</b></td><td>0.668</td><td>0.684</td>
  <td><b>0.709</b></td><td>0.696</td><td><b>0.701</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td>0.558</td><td>0.540</td><td>0.549</td>
  <td>0.410</td><td>0.410</td><td>0.416</td>
  <td>0.701</td><td>0.686</td><td><b>0.692</b></td>
  <td><b>0.709</b></td><td>0.692</td><td>0.699</td>
</tr>
  </table>
</details>


<details>
<summary>患者取り違え（53件）</summary>


<table border="1">
    <th rowspan="2">患者取り違え</th>
    <th colspan="3">Zero-shot<br>(All Prediction)</th>
    <th colspan="3">Zero-shot<br>(Each Prediction)</th>
    <th colspan="3">Few-shot<br>(All Prediction)</th>
    <th colspan="3">Few-shot<br>(Each Prediction)</th>
  </tr>
<tr>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
  <th>P</th><th>R</th><th>F1</th>
</tr>
<tr>
  <td><b>GPT-4o</b></td>
  <td>0.619</td><td><b>0.721</b></td><td><b>0.666</b></td>
  <td><b>0.741</b></td><td><b>0.741</b></td><td><b>0.712</b></td>
  <td>0.703</td><td><b>0.751</b></td><td>0.725</td>
  <td>0.692</td><td><b>0.747</b></td><td>0.718</td>
</tr>
<tr>
  <td><b>Mistral</b></td>
  <td>0.605</td><td>0.711</td><td>0.653</td>
  <td>0.715</td><td>0.715</td><td>0.693</td>
  <td>0.646</td><td>0.676</td><td>0.660</td>
  <td>0.666</td><td>0.738</td><td>0.700</td>
</tr>
<tr>
  <td><b>Llama3.3</b></td>
  <td>0.611</td><td>0.710</td><td>0.656</td>
  <td>0.705</td><td>0.705</td><td>0.642</td>
  <td>0.705</td><td>0.749</td><td>0.726</td>
  <td>0.702</td><td>0.743</td><td>0.722</td>
</tr>
<tr>
  <td><b>MedSwallow</b></td>
  <td>0.014</td><td>0.013</td><td>0.014</td>
  <td>0.644</td><td>0.644</td><td>0.663</td>
  <td>0.679</td><td>0.646</td><td>0.661</td>
  <td><b>0.757</b></td><td>0.711</td><td><b>0.732</b></td>
</tr>
<tr>
  <td><b>JMedLoRA</b></td>
  <td><b>0.632</b></td><td>0.617</td><td>0.624</td>
  <td>0.542</td><td>0.542</td><td>0.550</td>
  <td><b>0.743</b></td><td>0.725</td><td><b>0.733</b></td>
  <td>0.739</td><td>0.726</td><td><b>0.732</b></td>
</tr>
</table>
</details>