Datasets:

Sakaji-Lab
/

JMID

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
    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. 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.

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).

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)

モデル	Zero-shot (All Prediction)			Zero-shot (Each Prediction)			Few-shot (All Prediction)			Few-shot (Each Prediction)
モデル	P	R	F1	P	R	F1	P	R	F1	P	R	F1
GPT-4o	0.620	0.698	0.656	0.577	0.689	0.628	0.707	0.717	0.711	0.695	0.717	0.705
Mistral	0.600	0.691	0.642	0.566	0.684	0.619	0.622	0.661	0.640	0.656	0.699	0.676
Llama3.3	0.612	0.698	0.651	0.591	0.697	0.639	0.686	0.712	0.698	0.671	0.705	0.687
MedSwallow	0.678	0.636	0.655	0.666	0.626	0.644	0.715	0.689	0.700	0.673	0.648	0.659
JMedLoRA	0.679	0.657	0.667	0.680	0.720	0.698	0.712	0.686	0.698	0.714	0.683	0.697

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)

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

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)

調剤（71件）

調剤	Zero-shot (All Prediction)			Zero-shot (Each Prediction)			Few-shot (All Prediction)			Few-shot (Each Prediction)
調剤	P	R	F1	P	R	F1	P	R	F1	P	R	F1
GPT-4o	0.630	0.690	0.658	0.677	0.677	0.697	0.711	0.693	0.702	0.693	0.692	0.692
Mistral	0.614	0.683	0.646	0.681	0.681	0.629	0.649	0.661	0.655	0.553	0.565	0.558
Llama3.3	0.624	0.688	0.654	0.685	0.685	0.639	0.697	0.690	0.693	0.675	0.688	0.681
MedSwallow	0.681	0.625	0.651	0.566	0.566	0.594	0.714	0.674	0.693	0.649	0.610	0.628
JMedLoRA	0.689	0.642	0.664	0.709	0.709	0.699	0.709	0.658	0.682	0.720	0.660	0.688

薬剤（438件）

薬剤	Zero-shot (All Prediction)			Zero-shot (Each Prediction)			Few-shot (All Prediction)			Few-shot (Each Prediction)
薬剤	P	R	F1	P	R	F1	P	R	F1	P	R	F1
GPT-4o	0.624	0.699	0.659	0.692	0.692	0.699	0.713	0.715	0.713	0.697	0.712	0.704
Mistral	0.608	0.692	0.646	0.689	0.689	0.627	0.624	0.653	0.638	0.571	0.597	0.583
Llama3.3	0.617	0.696	0.654	0.696	0.696	0.642	0.689	0.705	0.696	0.673	0.699	0.685
MedSwallow	0.673	0.629	0.650	0.612	0.612	0.633	0.715	0.684	0.698	0.676	0.649	0.661
JMedLoRA	0.662	0.632	0.646	0.722	0.722	0.698	0.710	0.679	0.693	0.710	0.669	0.688

人工呼吸器（182件）

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

輸液ポンプ（114件）

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

持参薬（136件）

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

ドレーンの挿入・管理（134件）

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

（臨床）検査（84件）

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

小児患者の療養（133件）

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

リハビリテーション（131件）

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

輸血療法（121件）

輸血療法	Zero-shot (All Prediction)			Zero-shot (Each Prediction)			Few-shot (All Prediction)			Few-shot (Each Prediction)
輸血療法	P	R	F1	P	R	F1	P	R	F1	P	R	F1
GPT-4o	0.628	0.708	0.665	0.694	0.694	0.695	0.712	0.724	0.717	0.701	0.722	0.711
Mistral	0.605	0.697	0.647	0.695	0.695	0.628	0.634	0.671	0.652	0.596	0.635	0.614
Llama3.3	0.608	0.691	0.646	0.701	0.701	0.642	0.691	0.718	0.704	0.675	0.711	0.692
MedSwallow	0.694	0.657	0.674	0.634	0.634	0.648	0.707	0.688	0.697	0.648	0.635	0.64
JMedLoRA	0.692	0.673	0.681	0.725	0.725	0.705	0.717	0.695	0.705	0.72	0.689	0.703

禁忌薬（83件）

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

放射線検査（71件）

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

左右（部位）間違い（73件）

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

異物残存（23件）

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

ベッドなど病室の設備（71件）

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

化学療法（60件）

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

電気メス等（39件）

電気メス等	Zero-shot (All Prediction)			Zero-shot (Each Prediction)			Few-shot (All Prediction)			Few-shot (Each Prediction)
電気メス等	P	R	F1	P	R	F1	P	R	F1	P	R	F1
GPT-4o	0.563	0.645	0.6	0.671	0.671	0.681	0.688	0.712	0.698	0.672	0.705	0.698
Mistral	0.525	0.619	0.567	0.567	0.567	0.508	0.603	0.654	0.627	0.571	0.613	0.591
Llama3.3	0.607	0.7	0.649	0.695	0.695	0.64	0.663	0.711	0.685	0.651	0.703	0.675
MedSwallow	0.678	0.635	0.654	0.606	0.606	0.623	0.712	0.691	0.7	0.632	0.616	0.623
JMedLoRA	0.671	0.657	0.663	0.713	0.713	0.695	0.705	0.69	0.696	0.711	0.688	0.698

患者取り違え（53件）

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

改善策(proposed improvements)

調剤（71件）

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

薬剤（438件）

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

人工呼吸器（182件）

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

輸液ポンプ（114件）

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

持参薬（136件）

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

ドレーンの挿入・管理（134件）

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

（臨床）検査（84件）

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

小児患者の療養（133件）

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

リハビリテーション（131件）

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

輸血療法（121件）

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

禁忌薬（83件）

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

放射線検査（71件）

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

左右（部位）間違い（73件）

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

異物残存（23件）

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

ベッドなど病室の設備（71件）

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

化学療法（60件）

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

電気メス等（39件）

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

患者取り違え（53件）

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