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README.md CHANGED
@@ -8,7 +8,7 @@
8
  ```python:read_jmid.py
9
  import json
10
 
11
- file_path = r"C:\Users\yu_yu\Desktop\git\research\output.jsonl"
12
 
13
  with open(file_path, "r", encoding="utf-8") as f:
14
  for line_number, line in enumerate(f, start=1):
@@ -31,3 +31,2060 @@ with open(file_path, "r", encoding="utf-8") as f:
31
  - 具体情報
32
  etc...
33
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8
  ```python:read_jmid.py
9
  import json
10
 
11
+ file_path = r"ここにパスを書く"
12
 
13
  with open(file_path, "r", encoding="utf-8") as f:
14
  for line_number, line in enumerate(f, start=1):
 
31
  - 具体情報
32
  etc...
33
 
34
+
35
+ ### 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
36
+
37
+ 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）
38
+
39
+ - Zero-shot
40
+ - 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
41
+ - 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
42
+ - Few-shot
43
+ - 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
44
+ - 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
45
+
46
+ <!-- BERTScores for generated background and causal factors from medical incident -->
47
+ <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</b>
48
+ <table border="1">
49
+ <tr>
50
+ <th rowspan="2">モデル</th>
51
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
52
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
53
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
54
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
55
+ </tr>
56
+ <tr>
57
+ <th>P</th><th>R</th><th>F1</th>
58
+ <th>P</th><th>R</th><th>F1</th>
59
+ <th>P</th><th>R</th><th>F1</th>
60
+ <th>P</th><th>R</th><th>F1</th>
61
+ </tr>
62
+ <tr>
63
+ <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>
64
+ </tr>
65
+ <tr>
66
+ <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>
67
+ </tr>
68
+ <tr>
69
+ <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>
70
+ </tr>
71
+ <tr>
72
+ <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>
73
+ </tr>
74
+ <tr>
75
+ <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>
76
+ </tr>
77
+ </table>
78
+
79
+ <summary><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</b></summary>
80
+
81
+ <table border="1">
82
+ <tr>
83
+ <th rowspan="2">モデル</th>
84
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
85
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
86
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
87
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
88
+ </tr>
89
+ <tr>
90
+ <th>P</th><th>R</th><th>F1</th>
91
+ <th>P</th><th>R</th><th>F1</th>
92
+ <th>P</th><th>R</th><th>F1</th>
93
+ <th>P</th><th>R</th><th>F1</th>
94
+ </tr>
95
+ <tr>
96
+ <td><b>GPT-4o</b></td>
97
+ <td><b>0.609</b></td><td>0.698</td><td><b>0.650</b></td>
98
+ <td>0.593</td><td><b>0.696</b></td><td>0.640</td>
99
+ <td>0.692</td><td>0.730</td><td><b>0.710</b></td>
100
+ <td>0.679</td><td><b>0.727</b></td><td>0.702</td>
101
+ </tr>
102
+ <tr>
103
+ <td><b>Mistral</b></td>
104
+ <td>0.601</td><td>0.694</td><td>0.644</td>
105
+ <td>0.650</td><td>0.684</td><td><b>0.666</b></td>
106
+ <td>0.656</td><td>0.681</td><td>0.668</td>
107
+ <td>0.649</td><td>0.719</td><td>0.682</td>
108
+ </tr>
109
+ <tr>
110
+ <td><b>Llama3.3</b></td>
111
+ <td>0.615</td><td><b>0.700</b></td><td>0.654</td>
112
+ <td>0.592</td><td><b>0.696</b></td><td>0.640</td>
113
+ <td>0.691</td><td><b>0.731</b></td><td><b>0.710</b></td>
114
+ <td>0.688</td><td>0.724</td><td>0.705</td>
115
+ </tr>
116
+ <tr>
117
+ <td><b>MedSwallow</b></td>
118
+ <td>0.027</td><td>0.025</td><td>0.026</td>
119
+ <td><b>0.667</b></td><td>0.616</td><td>0.639</td>
120
+ <td>0.647</td><td>0.617</td><td>0.631</td>
121
+ <td>0.685</td><td>0.651</td><td>0.667</td>
122
+ </tr>
123
+ <tr>
124
+ <td><b>JMedLoRA</b></td>
125
+ <td>0.539</td><td>0.519</td><td>0.528</td>
126
+ <td>0.468</td><td>0.450</td><td>0.459</td>
127
+ <td><b>0.703</b></td><td>0.688</td><td>0.695</td>
128
+ <td><b>0.723</b></td><td>0.705</td><td><b>0.713</b></td>
129
+ </tr>
130
+ </table>
131
+
132
+ #### 具体情報を用いた際の、医療事��内容別の結果は以下である。
133
+
134
+ ## 背景・要因
135
+
136
+ <details>
137
+ <summary>調剤（71件）</summary>
138
+
139
+ <table border="1">
140
+ <tr>
141
+ <th rowspan="2">調剤</th>
142
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
143
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
144
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
145
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
146
+ </tr>
147
+ <tr>
148
+ <th>P</th><th>R</th><th>F1</th>
149
+ <th>P</th><th>R</th><th>F1</th>
150
+ <th>P</th><th>R</th><th>F1</th>
151
+ <th>P</th><th>R</th><th>F1</th>
152
+ </tr>
153
+ <tr>
154
+ <td><b>GPT-4o</b></td>
155
+ <td>0.630</td><td><b>0.690</b></td><td>0.658</td>
156
+ <td>0.677</td><td>0.677</td><td>0.697</td>
157
+ <td>0.711</td><td><b>0.693</b></td><td><b>0.702</b></td>
158
+ <td>0.693</td><td><b>0.692</b></td><td><b>0.692</b></td>
159
+ </tr>
160
+ <tr>
161
+ <td><b>Mistral</b></td>
162
+ <td>0.614</td><td>0.683</td><td>0.646</td>
163
+ <td>0.681</td><td>0.681</td><td>0.629</td>
164
+ <td>0.649</td><td>0.661</td><td>0.655</td>
165
+ <td>0.553</td><td>0.565</td><td>0.558</td>
166
+ </tr>
167
+ <tr>
168
+ <td><b>Llama3.3</b></td>
169
+ <td>0.624</td><td>0.688</td><td>0.654</td>
170
+ <td>0.685</td><td>0.685</td><td>0.639</td>
171
+ <td>0.697</td><td>0.690</td><td>0.693</td>
172
+ <td>0.675</td><td>0.688</td><td>0.681</td>
173
+ </tr>
174
+ <tr>
175
+ <td><b>MedSwallow</b></td>
176
+ <td>0.681</td><td>0.625</td><td>0.651</td>
177
+ <td>0.566</td><td>0.566</td><td>0.594</td>
178
+ <td><b>0.714</b></td><td>0.674</td><td>0.693</td>
179
+ <td>0.649</td><td>0.610</td><td>0.628</td>
180
+ </tr>
181
+ <tr>
182
+ <td><b>JMedLoRA</b></td>
183
+ <td><b>0.689</b></td><td>0.642</td><td><b>0.664</b></td>
184
+ <td><b>0.709</b></td><td><b>0.709</b></td><td><b>0.699</b></td>
185
+ <td>0.709</td><td>0.658</td><td>0.682</td>
186
+ <td><b>0.720</b></td><td>0.660</td><td>0.688</td>
187
+ </tr>
188
+ </table>
189
+ </details>
190
+
191
+ <details>
192
+ <summary>薬剤（438件）</summary>
193
+
194
+ <table border="1">
195
+ <th rowspan="2">薬剤</th>
196
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
197
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
198
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
199
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
200
+ </tr>
201
+ <tr>
202
+ <th>P</th><th>R</th><th>F1</th>
203
+ <th>P</th><th>R</th><th>F1</th>
204
+ <th>P</th><th>R</th><th>F1</th>
205
+ <th>P</th><th>R</th><th>F1</th>
206
+ </tr>
207
+ <tr>
208
+ <td><b>GPT-4o</b></td>
209
+ <td>0.624</td><td><b>0.699</b></td><td><b>0.659</b></td>
210
+ <td>0.692</td><td>0.692</td><td><b>0.699</b></td>
211
+ <td>0.713</td><td><b>0.715</b></td><td><b>0.713</b></td>
212
+ <td>0.697</td><td><b>0.712</b></td><td><b>0.704</b></td>
213
+ </tr>
214
+ <tr>
215
+ <td><b>Mistral</b></td>
216
+ <td>0.608</td><td>0.692</td><td>0.646</td>
217
+ <td>0.689</td><td>0.689</td><td>0.627</td>
218
+ <td>0.624</td><td>0.653</td><td>0.638</td>
219
+ <td>0.571</td><td>0.597</td><td>0.583</td>
220
+ </tr>
221
+ <tr>
222
+ <td><b>Llama3.3</b></td>
223
+ <td>0.617</td><td>0.696</td><td>0.654</td>
224
+ <td>0.696</td><td>0.696</td><td>0.642</td>
225
+ <td>0.689</td><td>0.705</td><td>0.696</td>
226
+ <td>0.673</td><td>0.699</td><td>0.685</td>
227
+ </tr>
228
+ <tr>
229
+ <td><b>MedSwallow</b></td>
230
+ <td><b>0.673</b></td><td>0.629</td><td>0.650</td>
231
+ <td>0.612</td><td>0.612</td><td>0.633</td>
232
+ <td><b>0.715</b></td><td>0.684</td><td>0.698</td>
233
+ <td>0.676</td><td>0.649</td><td>0.661</td>
234
+ </tr>
235
+ <tr>
236
+ <td><b>JMedLoRA</b></td>
237
+ <td>0.662</td><td>0.632</td><td>0.646</td>
238
+ <td><b>0.722</b></td><td><b>0.722</b></td><td>0.698</td>
239
+ <td>0.710</td><td>0.679</td><td>0.693</td>
240
+ <td><b>0.710</b></td><td>0.669</td><td>0.688</td>
241
+ </tr>
242
+ </table>
243
+ </details>
244
+
245
+ <details>
246
+ <summary>人工呼吸器（182件）</summary>
247
+
248
+ <table border="1">
249
+ <th rowspan="2">人工呼吸器（182件）</th>
250
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
251
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
252
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
253
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
254
+ </tr>
255
+ <tr>
256
+ <th>P</th><th>R</th><th>F1</th>
257
+ <th>P</th><th>R</th><th>F1</th>
258
+ <th>P</th><th>R</th><th>F1</th>
259
+ <th>P</th><th>R</th><th>F1</th>
260
+ </tr>
261
+ <tr>
262
+ <td><b>GPT-4o</b></td>
263
+ <td>0.601</td><td>0.69</td><td>0.641</td>
264
+ <td>0.687</td><td>0.687</td><td>0.69</td>
265
+ <td>0.698</td><td><b>0.718</b></td><td><b>0.707</b></td>
266
+ <td>0.68</td><td><b>0.712</b></td><td>0.695</td>
267
+ </tr>
268
+ <tr>
269
+ <td><b>Mistral</b></td>
270
+ <td>0.583</td><td>0.684</td><td>0.629</td>
271
+ <td>0.675</td><td>0.675</td><td>0.607</td>
272
+ <td>0.611</td><td>0.664</td><td>0.636</td>
273
+ <td>0.528</td><td>0.566</td><td>0.546</td>
274
+ </tr>
275
+ <tr>
276
+ <td><b>Llama3.3</b></td>
277
+ <td>0.601</td><td><b>0.695</b></td><td>0.644</td>
278
+ <td>0.693</td><td>0.693</td><td>0.632</td>
279
+ <td>0.675</td><td>0.712</td><td>0.692</td>
280
+ <td>0.66</td><td>0.702</td><td>0.679</td>
281
+ </tr>
282
+ <tr>
283
+ <td><b>MedSwallow</b></td>
284
+ <td>0.68</td><td>0.636</td><td>0.656</td>
285
+ <td>0.664</td><td>0.664</td><td>0.681</td>
286
+ <td><b>0.719</b></td><td>0.693</td><td>0.704</td>
287
+ <td>0.694</td><td>0.669</td><td>0.68</td>
288
+ </tr>
289
+ <tr>
290
+ <td><b>JMedLoRA</b></td>
291
+ <td><b>0.683</b></td><td>0.672</td><td><b>0.676</b></td>
292
+ <td><b>0.720</b></td><td><b>0.720</b></td><td><b>0.697</b></td>
293
+ <td>0.708</td><td>0.69</td><td>0.698</td>
294
+ <td><b>0.712</b></td><td>0.686</td><td><b>0.698</b></td>
295
+ </tr>
296
+ </table>
297
+ </details>
298
+
299
+ <details>
300
+ <summary>輸液ポンプ（114件）</summary>
301
+
302
+ <table border="1">
303
+ <th rowspan="2">輸液ポンプ（114件）</th>
304
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
305
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
306
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
307
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
308
+ </tr>
309
+ <tr>
310
+ <th>P</th><th>R</th><th>F1</th>
311
+ <th>P</th><th>R</th><th>F1</th>
312
+ <th>P</th><th>R</th><th>F1</th>
313
+ <th>P</th><th>R</th><th>F1</th>
314
+ </tr>
315
+ <tr>
316
+ <td><b>GPT-4o</b></td>
317
+ <td>0.629</td><td><b>0.703</b></td><td><b>0.663</b></td>
318
+ <td>0.695</td><td>0.695</td><td><b>0.707</b></td>
319
+ <td><b>0.721</b></td><td><b>0.718</b></td><td><b>0.719</b></td>
320
+ <td>0.703</td><td><b>0.715</b></td><td><b>0.708</b></td>
321
+ </tr>
322
+ <tr>
323
+ <td><b>Mistral</b></td>
324
+ <td>0.611</td><td>0.692</td><td>0.648</td>
325
+ <td>0.692</td><td>0.692</td><td>0.632</td>
326
+ <td>0.604</td><td>0.639</td><td>0.620</td>
327
+ <td>0.617</td><td>0.641</td><td>0.628</td>
328
+ </tr>
329
+ <tr>
330
+ <td><b>Llama3.3</b></td>
331
+ <td>0.621</td><td>0.700</td><td>0.657</td>
332
+ <td>0.696</td><td>0.696</td><td>0.643</td>
333
+ <td>0.698</td><td>0.716</td><td>0.706</td>
334
+ <td>0.681</td><td>0.704</td><td>0.691</td>
335
+ </tr>
336
+ <tr>
337
+ <td><b>MedSwallow</b></td>
338
+ <td><b>0.686</b></td><td>0.642</td><td><b>0.663</b></td>
339
+ <td>0.664</td><td>0.664</td><td>0.691</td>
340
+ <td>0.710</td><td>0.675</td><td>0.691</td>
341
+ <td>0.675</td><td>0.646</td><td>0.659</td>
342
+ </tr>
343
+ <tr>
344
+ <td><b>JMedLoRA</b></td>
345
+ <td>0.671</td><td>0.638</td><td>0.653</td>
346
+ <td><b>0.719</b></td><td><b>0.719</b></td><td>0.700</td>
347
+ <td>0.720</td><td>0.680</td><td>0.699</td>
348
+ <td><b>0.716</b></td><td>0.674</td><td>0.693</td>
349
+ </tr>
350
+ </table>
351
+ </details>
352
+
353
+ <details>
354
+ <summary>持参薬（136件）</summary>
355
+
356
+ <table border="1">
357
+ <th rowspan="2">持参薬<br>（136件）</th>
358
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
359
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
360
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
361
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
362
+ </tr>
363
+ <tr>
364
+ <th>P</th><th>R</th><th>F1</th>
365
+ <th>P</th><th>R</th><th>F1</th>
366
+ <th>P</th><th>R</th><th>F1</th>
367
+ <th>P</th><th>R</th><th>F1</th>
368
+ </tr>
369
+ <tr>
370
+ <td><b>GPT-4o</b></td>
371
+ <td>0.646</td><td><b>0.713</b></td><td>0.678</td>
372
+ <td>0.709</td><td>0.709</td><td><b>0.716</b></td>
373
+ <td><b>0.725</b></td><td>0.721</td><td><b>0.723</b></td>
374
+ <td>0.72</td><td><b>0.726</b></td><td><b>0.722</b></td>
375
+ </tr>
376
+ <tr>
377
+ <td><b>Mistral</b></td>
378
+ <td>0.631</td><td>0.709</td><td>0.667</td>
379
+ <td>0.703</td><td>0.703</td><td>0.645</td>
380
+ <td>0.656</td><td>0.68</td><td>0.667</td>
381
+ <td>0.638</td><td>0.665</td><td>0.651</td>
382
+ </tr>
383
+ <tr>
384
+ <td><b>Llama3.3</b></td>
385
+ <td>0.635</td><td>0.71</td><td>0.67</td>
386
+ <td>0.707</td><td>0.707</td><td>0.656</td>
387
+ <td>0.707</td><td>0.718</td><td>0.712</td>
388
+ <td>0.695</td><td>0.714</td><td>0.704</td>
389
+ </tr>
390
+ <tr>
391
+ <td><b>MedSwallow</b></td>
392
+ <td>0.68</td><td>0.641</td><td>0.659</td>
393
+ <td>0.61</td><td>0.61</td><td>0.632</td>
394
+ <td><b>0.725</b></td><td>0.693</td><td>0.708</td>
395
+ <td>0.669</td><td>0.638</td><td>0.652</td>
396
+ </tr>
397
+ <tr>
398
+ <td><b>JMedLoRA</b></td>
399
+ <td><b>0.699</b></td><td>0.666</td><td><b>0.681</b></td>
400
+ <td><b>0.73</b></td><td><b>0.73</b></td><td>0.711</td>
401
+ <td>0.721</td><td>0.684</td><td>0.702</td>
402
+ <td><b>0.723</b></td><td>0.683</td><td>0.702</td>
403
+ </tr>
404
+ </table>
405
+ </details>
406
+
407
+ <details>
408
+ <summary>ドレーンの挿入・管理（134件）</summary>
409
+
410
+ <table border="1">
411
+ <th rowspan="2">ドレーンの挿入・管理</th>
412
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
413
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
414
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
415
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
416
+ </tr>
417
+ <tr>
418
+ <th>P</th><th>R</th><th>F1</th>
419
+ <th>P</th><th>R</th><th>F1</th>
420
+ <th>P</th><th>R</th><th>F1</th>
421
+ <th>P</th><th>R</th><th>F1</th>
422
+ </tr>
423
+ <tr>
424
+ <td><b>GPT-4o</b></td>
425
+ <td>0.626</td><td>0.699</td><td>0.66</td>
426
+ <td>0.693</td><td>0.693</td><td><b>0.704</b></td>
427
+ <td>0.713</td><td><b>0.717</b></td><td><b>0.714</b></td>
428
+ <td>0.704</td><td><b>0.719</b></td><td><b>0.711</b></td>
429
+ </tr>
430
+ <tr>
431
+ <td><b>Mistral</b></td>
432
+ <td>0.605</td><td>0.691</td><td>0.645</td>
433
+ <td>0.681</td><td>0.681</td><td>0.619</td>
434
+ <td>0.617</td><td>0.653</td><td>0.634</td>
435
+ <td>0.567</td><td>0.592</td><td>0.579</td>
436
+ </tr>
437
+ <tr>
438
+ <td><b>Llama3.3</b></td>
439
+ <td>0.616</td><td><b>0.701</b></td><td>0.656</td>
440
+ <td>0.702</td><td>0.702</td><td>0.643</td>
441
+ <td>0.693</td><td>0.714</td><td>0.703</td>
442
+ <td>0.671</td><td>0.703</td><td>0.686</td>
443
+ </tr>
444
+ <tr>
445
+ <td><b>MedSwallow</b></td>
446
+ <td><b>0.687</b></td><td>0.643</td><td>0.664</td>
447
+ <td>0.609</td><td>0.609</td><td>0.633</td>
448
+ <td><b>0.731</b></td><td>0.686</td><td>0.707</td>
449
+ <td>0.705</td><td>0.662</td><td>0.682</td>
450
+ </tr>
451
+ <tr>
452
+ <td><b>JMedLoRA</b></td>
453
+ <td>0.685</td><td>0.661</td><td><b>0.672</b></td>
454
+ <td><b>0.721</b></td><td><b>0.721</b></td><td>0.703</td>
455
+ <td>0.719</td><td>0.684</td><td>0.7</td>
456
+ <td><b>0.714</b></td><td>0.677</td><td>0.694</td>
457
+ </tr>
458
+ </table>
459
+ </details>
460
+
461
+ <details>
462
+ <summary>（臨床）検査（84件）</summary>
463
+
464
+ <table border="1">
465
+ <th rowspan="2">（臨床）検査</th>
466
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
467
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
468
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
469
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
470
+ </tr>
471
+ <tr>
472
+ <th>P</th><th>R</th><th>F1</th>
473
+ <th>P</th><th>R</th><th>F1</th>
474
+ <th>P</th><th>R</th><th>F1</th>
475
+ <th>P</th><th>R</th><th>F1</th>
476
+ </tr>
477
+ <tr>
478
+ <td><b>GPT-4o</b></td>
479
+ <td>0.59</td><td>0.677</td><td>0.63</td>
480
+ <td>0.679</td><td>0.679</td><td>0.678</td>
481
+ <td>0.703</td><td><b>0.725</b></td><td><b>0.713</b></td>
482
+ <td>0.685</td><td><b>0.72</b></td><td><b>0.701</b></td>
483
+ </tr>
484
+ <tr>
485
+ <td><b>Mistral</b></td>
486
+ <td>0.57</td><td>0.668</td><td>0.615</td>
487
+ <td>0.654</td><td>0.654</td><td>0.587</td>
488
+ <td>0.635</td><td>0.687</td><td>0.659</td>
489
+ <td>0.532</td><td>0.566</td><td>0.548</td>
490
+ </tr>
491
+ <tr>
492
+ <td><b>Llama3.3</b></td>
493
+ <td>0.601</td><td><b>0.698</b></td><td>0.645</td>
494
+ <td>0.697</td><td>0.697</td><td>0.63</td>
495
+ <td>0.681</td><td>0.716</td><td>0.697</td>
496
+ <td>0.665</td><td>0.708</td><td>0.685</td>
497
+ </tr>
498
+ <tr>
499
+ <td><b>MedSwallow</b></td>
500
+ <td>0.674</td><td>0.637</td><td>0.654</td>
501
+ <td>0.603</td><td>0.603</td><td>0.614</td>
502
+ <td>0.71</td><td>0.69</td><td>0.698</td>
503
+ <td>0.677</td><td>0.652</td><td>0.663</td>
504
+ </tr>
505
+ <tr>
506
+ <td><b>JMedLoRA</b></td>
507
+ <td><b>0.682</b></td><td>0.665</td><td><b>0.672</b></td>
508
+ <td><b>0.722</b></td><td><b>0.722</b></td><td><b>0.696</b></td>
509
+ <td><b>0.715</b></td><td>0.69</td><td>0.701</td>
510
+ <td><b>0.712</b></td><td>0.686</td><td>0.698</td>
511
+ </tr>
512
+ </table>
513
+ </details>
514
+
515
+ <details>
516
+ <summary>小児患者の療養（133件）</summary>
517
+
518
+ <table border="1">
519
+ <th rowspan="2">小児患者の療養</th>
520
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
521
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
522
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
523
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
524
+ </tr>
525
+ <tr>
526
+ <th>P</th><th>R</th><th>F1</th>
527
+ <th>P</th><th>R</th><th>F1</th>
528
+ <th>P</th><th>R</th><th>F1</th>
529
+ <th>P</th><th>R</th><th>F1</th>
530
+ </tr>
531
+ <tr>
532
+ <td><b>GPT-4o</b></td>
533
+ <td>0.617</td><td>0.7</td><td>0.656</td>
534
+ <td>0.69</td><td>0.69</td><td>0.694</td>
535
+ <td>0.714</td><td><b>0.735</b></td><td><b>0.723</b></td>
536
+ <td>0.701</td><td><b>0.731</b></td><td><b>0.715</b></td>
537
+ </tr>
538
+ <tr>
539
+ <td><b>Mistral</b></td>
540
+ <td>0.595</td><td>0.694</td><td>0.641</td>
541
+ <td>0.686</td><td>0.686</td><td>0.614</td>
542
+ <td>0.633</td><td>0.684</td><td>0.657</td>
543
+ <td>0.611</td><td>0.656</td><td>0.632</td>
544
+ </tr>
545
+ <tr>
546
+ <td><b>Llama3.3</b></td>
547
+ <td>0.611</td><td><b>0.705</b></td><td>0.654</td>
548
+ <td>0.704</td><td>0.704</td><td>0.639</td>
549
+ <td>0.684</td><td>0.722</td><td>0.702</td>
550
+ <td>0.674</td><td>0.716</td><td>0.694</td>
551
+ </tr>
552
+ <tr>
553
+ <td><b>MedSwallow</b></td>
554
+ <td>0.678</td><td>0.637</td><td>0.656</td>
555
+ <td>0.646</td><td>0.646</td><td>0.664</td>
556
+ <td><b>0.726</b></td><td>0.703</td><td>0.714</td>
557
+ <td>0.682</td><td>0.663</td><td>0.671</td>
558
+ </tr>
559
+ <tr>
560
+ <td><b>JMedLoRA</b></td>
561
+ <td><b>0.702</b></td><td>0.686</td><td><b>0.693</b></td>
562
+ <td><b>0.726</b></td><td><b>0.726</b></td><td><b>0.704</b></td>
563
+ <td>0.722</td><td>0.698</td><td>0.709</td>
564
+ <td><b>0.724</b></td><td>0.698</td><td>0.71</td>
565
+ </tr>
566
+ </table>
567
+ </details>
568
+
569
+ <details>
570
+ <summary>リハビリテーション（131件）</summary>
571
+
572
+ <table border="1">
573
+ <th rowspan="2">リハビリテーション</th>
574
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
575
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
576
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
577
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
578
+ </tr>
579
+ <tr>
580
+ <th>P</th><th>R</th><th>F1</th>
581
+ <th>P</th><th>R</th><th>F1</th>
582
+ <th>P</th><th>R</th><th>F1</th>
583
+ <th>P</th><th>R</th><th>F1</th>
584
+ </tr>
585
+ <tr>
586
+ <td><b>GPT-4o</b></td>
587
+ <td>0.636</td><td><b>0.712</b></td><td>0.671</td>
588
+ <td>0.704</td><td>0.704</td><td><b>0.71</b></td>
589
+ <td><b>0.718</b></td><td><b>0.733</b></td><td><b>0.724</b></td>
590
+ <td><b>0.708</b></td><td><b>0.733</b></td><td><b>0.72</b></td>
591
+ </tr>
592
+ <tr>
593
+ <td><b>Mistral</b></td>
594
+ <td>0.611</td><td>0.707</td><td>0.655</td>
595
+ <td>0.703</td><td>0.703</td><td>0.634</td>
596
+ <td>0.632</td><td>0.677</td><td>0.653</td>
597
+ <td>0.647</td><td>0.69</td><td>0.667</td>
598
+ </tr>
599
+ <tr>
600
+ <td><b>Llama3.3</b></td>
601
+ <td>0.619</td><td>0.709</td><td>0.66</td>
602
+ <td>0.707</td><td>0.707</td><td>0.645</td>
603
+ <td>0.692</td><td>0.727</td><td>0.709</td>
604
+ <td>0.68</td><td>0.722</td><td>0.7</td>
605
+ </tr>
606
+ <tr>
607
+ <td><b>MedSwallow</b></td>
608
+ <td>0.664</td><td>0.623</td><td>0.642</td>
609
+ <td>0.656</td><td>0.656</td><td>0.674</td>
610
+ <td>0.715</td><td>0.695</td><td>0.704</td>
611
+ <td>0.681</td><td>0.658</td><td>0.668</td>
612
+ </tr>
613
+ <tr>
614
+ <td><b>JMedLoRA</b></td>
615
+ <td><b>0.685</b></td><td>0.668</td><td><b>0.675</b></td>
616
+ <td><b>0.717</b></td><td><b>0.717</b></td><td>0.696</td>
617
+ <td>0.711</td><td>0.693</td><td>0.701</td>
618
+ <td>0.703</td><td>0.687</td><td>0.694</td>
619
+ </tr>
620
+ </table>
621
+ </details>
622
+
623
+ <details>
624
+ <summary>輸血療法（121件）</summary>
625
+
626
+ <table border="1">
627
+ <th rowspan="2">輸血療法</th>
628
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
629
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
630
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
631
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
632
+ </tr>
633
+ <tr>
634
+ <th>P</th><th>R</th><th>F1</th>
635
+ <th>P</th><th>R</th><th>F1</th>
636
+ <th>P</th><th>R</th><th>F1</th>
637
+ <th>P</th><th>R</th><th>F1</th>
638
+ </tr>
639
+ <tr>
640
+ <td><b>GPT-4o</b></td>
641
+ <td>0.628</td><td><b>0.708</b></td><td>0.665</td>
642
+ <td>0.694</td><td>0.694</td><td>0.695</td>
643
+ <td>0.712</td><td><b>0.724</b></td><td><b>0.717</b></td>
644
+ <td>0.701</td><td><b>0.722</b></td><td><b>0.711</b></td>
645
+ </tr>
646
+ <tr>
647
+ <td><b>Mistral</b></td>
648
+ <td>0.605</td><td>0.697</td><td>0.647</td>
649
+ <td>0.695</td><td>0.695</td><td>0.628</td>
650
+ <td>0.634</td><td>0.671</td><td>0.652</td>
651
+ <td>0.596</td><td>0.635</td><td>0.614</td>
652
+ </tr>
653
+ <tr>
654
+ <td><b>Llama3.3</b></td>
655
+ <td>0.608</td><td>0.691</td><td>0.646</td>
656
+ <td>0.701</td><td>0.701</td><td>0.642</td>
657
+ <td>0.691</td><td>0.718</td><td>0.704</td>
658
+ <td>0.675</td><td>0.711</td><td>0.692</td>
659
+ </tr>
660
+ <tr>
661
+ <td><b>MedSwallow</b></td>
662
+ <td><b>0.694</b></td><td>0.657</td><td>0.674</td>
663
+ <td>0.634</td><td>0.634</td><td>0.648</td>
664
+ <td>0.707</td><td>0.688</td><td>0.697</td>
665
+ <td>0.648</td><td>0.635</td><td>0.64</td>
666
+ </tr>
667
+ <tr>
668
+ <td><b>JMedLoRA</b></td>
669
+ <td>0.692</td><td>0.673</td><td><b>0.681</b></td>
670
+ <td><b>0.725</b></td><td><b>0.725</b></td><td><b>0.705</b></td>
671
+ <td><b>0.717</b></td><td>0.695</td><td>0.705</td>
672
+ <td><b>0.72</b></td><td>0.689</td><td>0.703</td>
673
+ </tr>
674
+ </table>
675
+ </details>
676
+
677
+ <details>
678
+ <summary>禁忌薬（83件）</summary>
679
+
680
+ <table border="1">
681
+ <th rowspan="2">禁忌薬</th>
682
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
683
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
684
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
685
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
686
+ </tr>
687
+ <tr>
688
+ <th>P</th><th>R</th><th>F1</th>
689
+ <th>P</th><th>R</th><th>F1</th>
690
+ <th>P</th><th>R</th><th>F1</th>
691
+ <th>P</th><th>R</th><th>F1</th>
692
+ </tr>
693
+ <tr>
694
+ <td><b>GPT-4o</b></td>
695
+ <td>0.633</td><td><b>0.712</b></td><td><b>0.67</b></td>
696
+ <td>0.705</td><td>0.705</td><td><b>0.711</b></td>
697
+ <td>0.718</td><td><b>0.728</b></td><td><b>0.722</b></td>
698
+ <td>0.704</td><td><b>0.73</b></td><td><b>0.716</b></td>
699
+ </tr>
700
+ <tr>
701
+ <td><b>Mistral</b></td>
702
+ <td>0.615</td><td>0.707</td><td>0.658</td>
703
+ <td>0.701</td><td>0.701</td><td>0.634</td>
704
+ <td>0.62</td><td>0.659</td><td>0.638</td>
705
+ <td>0.611</td><td>0.651</td><td>0.63</td>
706
+ </tr>
707
+ <tr>
708
+ <td><b>Llama3.3</b></td>
709
+ <td>0.623</td><td>0.709</td><td>0.662</td>
710
+ <td>0.705</td><td>0.705</td><td>0.64</td>
711
+ <td>0.688</td><td>0.717</td><td>0.701</td>
712
+ <td>0.678</td><td>0.715</td><td>0.695</td>
713
+ </tr>
714
+ <tr>
715
+ <td><b>MedSwallow</b></td>
716
+ <td>0.664</td><td>0.621</td><td>0.641</td>
717
+ <td>0.621</td><td>0.621</td><td>0.64</td>
718
+ <td><b>0.72</b></td><td>0.697</td><td>0.707</td>
719
+ <td>0.658</td><td>0.631</td><td>0.643</td>
720
+ </tr>
721
+ <tr>
722
+ <td><b>JMedLoRA</b></td>
723
+ <td><b>0.667</b></td><td>0.644</td><td>0.655</td>
724
+ <td><b>0.721</b></td><td><b>0.721</b></td><td>0.699</td>
725
+ <td>0.713</td><td>0.693</td><td>0.702</td>
726
+ <td><b>0.709</b></td><td>0.676</td><td>0.691</td>
727
+ </tr>
728
+ </table>
729
+ </details>
730
+
731
+ <details>
732
+ <summary>放射線検査（71件）</summary>
733
+
734
+ <table border="1">
735
+ <th rowspan="2">放射線��査</th>
736
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
737
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
738
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
739
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
740
+ </tr>
741
+ <tr>
742
+ <th>P</th><th>R</th><th>F1</th>
743
+ <th>P</th><th>R</th><th>F1</th>
744
+ <th>P</th><th>R</th><th>F1</th>
745
+ <th>P</th><th>R</th><th>F1</th>
746
+ </tr>
747
+ <tr>
748
+ <td><b>GPT-4o</b></td>
749
+ <td>0.594</td><td><b>0.697</b></td><td>0.64</td>
750
+ <td>0.7</td><td>0.7</td><td><b>0.688</b></td>
751
+ <td>0.675</td><td><b>0.713</b></td><td><b>0.692</b></td>
752
+ <td>0.663</td><td><b>0.716</b></td><td><b>0.687</b></td>
753
+ </tr>
754
+ <tr>
755
+ <td><b>Mistral</b></td>
756
+ <td>0.576</td><td>0.693</td><td>0.628</td>
757
+ <td>0.679</td><td>0.679</td><td>0.599</td>
758
+ <td>0.59</td><td>0.652</td><td>0.618</td>
759
+ <td>0.527</td><td>0.581</td><td>0.552</td>
760
+ </tr>
761
+ <tr>
762
+ <td><b>Llama3.3</b></td>
763
+ <td>0.572</td><td>0.681</td><td>0.621</td>
764
+ <td>0.683</td><td>0.683</td><td>0.613</td>
765
+ <td>0.654</td><td>0.705</td><td>0.678</td>
766
+ <td>0.64</td><td>0.7</td><td>0.668</td>
767
+ </tr>
768
+ <tr>
769
+ <td><b>MedSwallow</b></td>
770
+ <td><b>0.665</b></td><td>0.633</td><td>0.647</td>
771
+ <td>0.631</td><td>0.631</td><td>0.635</td>
772
+ <td><b>0.688</b></td><td>0.696</td><td>0.69</td>
773
+ <td>0.658</td><td>0.663</td><td>0.659</td>
774
+ </tr>
775
+ <tr>
776
+ <td><b>JMedLoRA</b></td>
777
+ <td><b>0.665</b></td><td>0.669</td><td><b>0.666</b></td>
778
+ <td><b>0.71</b></td><td><b>0.71</b></td><td>0.672</td>
779
+ <td>0.685</td><td>0.691</td><td>0.687</td>
780
+ <td><b>0.676</b></td><td>0.672</td><td>0.672</td>
781
+ </tr>
782
+ </table>
783
+ </details>
784
+
785
+ <details>
786
+ <summary>左右（部位）間違い（73件）</summary>
787
+
788
+ <table border="1">
789
+ <th rowspan="2">左右（部位）間違い</th>
790
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
791
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
792
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
793
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
794
+ </tr>
795
+ <tr>
796
+ <th>P</th><th>R</th><th>F1</th>
797
+ <th>P</th><th>R</th><th>F1</th>
798
+ <th>P</th><th>R</th><th>F1</th>
799
+ <th>P</th><th>R</th><th>F1</th>
800
+ </tr>
801
+ <tr>
802
+ <td><b>GPT-4o</b></td>
803
+ <td>0.584</td><td><b>0.674</b></td><td>0.625</td>
804
+ <td>0.672</td><td>0.672</td><td>0.671</td>
805
+ <td>0.681</td><td><b>0.708</b></td><td><b>0.693</b></td>
806
+ <td>0.664</td><td><b>0.703</b></td><td>0.682</td>
807
+ </tr>
808
+ <tr>
809
+ <td><b>Mistral</b></td>
810
+ <td>0.561</td><td>0.665</td><td>0.607</td>
811
+ <td>0.656</td><td>0.656</td><td>0.584</td>
812
+ <td>0.6</td><td>0.65</td><td>0.623</td>
813
+ <td>0.536</td><td>0.585</td><td>0.558</td>
814
+ </tr>
815
+ <tr>
816
+ <td><b>Llama3.3</b></td>
817
+ <td>0.581</td><td><b>0.677</b></td><td>0.624</td>
818
+ <td>0.671</td><td>0.671</td><td>0.606</td>
819
+ <td>0.65</td><td>0.695</td><td>0.67</td>
820
+ <td>0.639</td><td>0.69</td><td>0.662</td>
821
+ </tr>
822
+ <tr>
823
+ <td><b>MedSwallow</b></td>
824
+ <td>0.662</td><td>0.646</td><td>0.653</td>
825
+ <td>0.641</td><td>0.641</td><td>0.647</td>
826
+ <td>0.687</td><td>0.679</td><td>0.681</td>
827
+ <td>0.617</td><td>0.615</td><td>0.614</td>
828
+ </tr>
829
+ <tr>
830
+ <td><b>JMedLoRA</b></td>
831
+ <td><b>0.681</b></td><td>0.67</td><td><b>0.674</b></td>
832
+ <td><b>0.71</b></td><td><b>0.71</b></td><td><b>0.687</b></td>
833
+ <td><b>0.695</b></td><td>0.683</td><td><b>0.687</b></td>
834
+ <td><b>0.691</b></td><td>0.682</td><td><b>0.685</b></td>
835
+ </tr>
836
+ </table>
837
+ </details>
838
+
839
+ <details>
840
+ <summary>異物残存（23件）</summary>
841
+
842
+ <table border="1">
843
+ <th rowspan="2">異物残存</th>
844
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
845
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
846
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
847
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
848
+ </tr>
849
+ <tr>
850
+ <th>P</th><th>R</th><th>F1</th>
851
+ <th>P</th><th>R</th><th>F1</th>
852
+ <th>P</th><th>R</th><th>F1</th>
853
+ <th>P</th><th>R</th><th>F1</th>
854
+ </tr>
855
+ <tr>
856
+ <td><b>GPT-4o</b></td>
857
+ <td>0.631</td><td><b>0.703</b></td><td>0.664</td>
858
+ <td>0.694</td><td>0.694</td><td><b>0.705</b></td>
859
+ <td><b>0.716</b></td><td><b>0.721</b></td><td><b>0.718</b></td>
860
+ <td>0.691</td><td>0.709</td><td><b>0.7</b></td>
861
+ </tr>
862
+ <tr>
863
+ <td><b>Mistral</b></td>
864
+ <td>0.618</td><td>0.701</td><td>0.656</td>
865
+ <td>0.662</td><td>0.662</td><td>0.605</td>
866
+ <td>0.609</td><td>0.642</td><td>0.625</td>
867
+ <td>0.532</td><td>0.56</td><td>0.545</td>
868
+ </tr>
869
+ <tr>
870
+ <td><b>Llama3.3</b></td>
871
+ <td>0.621</td><td>0.698</td><td>0.657</td>
872
+ <td>0.7</td><td>0.7</td><td>0.657</td>
873
+ <td>0.685</td><td>0.707</td><td>0.695</td>
874
+ <td>0.68</td><td><b>0.71</b></td><td>0.694</td>
875
+ </tr>
876
+ <tr>
877
+ <td><b>MedSwallow</b></td>
878
+ <td><b>0.701</b></td><td>0.666</td><td><b>0.683</b></td>
879
+ <td>0.639</td><td>0.639</td><td>0.656</td>
880
+ <td>0.707</td><td>0.676</td><td>0.691</td>
881
+ <td>0.573</td><td>0.563</td><td>0.567</td>
882
+ </tr>
883
+ <tr>
884
+ <td><b>JMedLoRA</b></td>
885
+ <td>0.679</td><td>0.658</td><td>0.667</td>
886
+ <td><b>0.718</b></td><td><b>0.718</b></td><td>0.699</td>
887
+ <td>0.71</td><td>0.681</td><td>0.695</td>
888
+ <td><b>0.706</b></td><td>0.682</td><td>0.694</td>
889
+ </tr>
890
+ </table>
891
+ </details>
892
+ <details>
893
+
894
+ <summary>ベッドなど病室の設備（71件）</summary>
895
+
896
+ <table border="1">
897
+ <th rowspan="2">ベッドなど病室の設備</th>
898
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
899
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
900
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
901
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
902
+ </tr>
903
+ <tr>
904
+ <th>P</th><th>R</th><th>F1</th>
905
+ <th>P</th><th>R</th><th>F1</th>
906
+ <th>P</th><th>R</th><th>F1</th>
907
+ <th>P</th><th>R</th><th>F1</th>
908
+ </tr>
909
+ <tr>
910
+ <td><b>GPT-4o</b></td>
911
+ <td>0.626</td><td><b>0.707</b></td><td>0.663</td>
912
+ <td>0.68</td><td>0.68</td><td>0.682</td>
913
+ <td>0.705</td><td><b>0.727</b></td><td><b>0.715</b></td>
914
+ <td>0.691</td><td><b>0.726</b></td><td><b>0.707</b></td>
915
+ </tr>
916
+ <tr>
917
+ <td><b>Mistral</b></td>
918
+ <td>0.597</td><td>0.699</td><td>0.643</td>
919
+ <td>0.69</td><td>0.69</td><td>0.617</td>
920
+ <td>0.633</td><td>0.683</td><td>0.656</td>
921
+ <td>0.651</td><td>0.701</td><td>0.674</td>
922
+ </tr>
923
+ <tr>
924
+ <td><b>Llama3.3</b></td>
925
+ <td>0.599</td><td>0.696</td><td>0.643</td>
926
+ <td>0.693</td><td>0.693</td><td>0.632</td>
927
+ <td>0.675</td><td>0.715</td><td>0.694</td>
928
+ <td>0.669</td><td>0.713</td><td>0.69</td>
929
+ </tr>
930
+ <tr>
931
+ <td><b>MedSwallow</b></td>
932
+ <td><b>0.685</b></td><td>0.639</td><td>0.661</td>
933
+ <td>0.619</td><td>0.619</td><td>0.637</td>
934
+ <td><b>0.724</b></td><td>0.699</td><td>0.71</td>
935
+ <td>0.681</td><td>0.648</td><td>0.663</td>
936
+ </tr>
937
+ <tr>
938
+ <td><b>JMedLoRA</b></td>
939
+ <td>0.681</td><td>0.677</td><td><b>0.678</b></td>
940
+ <td><b>0.711</b></td><td><b>0.711</b></td><td><b>0.693</b></td>
941
+ <td>0.71</td><td>0.692</td><td>0.7</td>
942
+ <td><b>0.708</b></td><td>0.691</td><td>0.699</td>
943
+ </tr>
944
+ </table>
945
+ </details>
946
+
947
+
948
+ <details>
949
+ <summary>化学療法（60件）</summary>
950
+
951
+ <table border="1">
952
+ <th rowspan="2">化学療法</th>
953
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
954
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
955
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
956
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
957
+ </tr>
958
+ <tr>
959
+ <th>P</th><th>R</th><th>F1</th>
960
+ <th>P</th><th>R</th><th>F1</th>
961
+ <th>P</th><th>R</th><th>F1</th>
962
+ <th>P</th><th>R</th><th>F1</th>
963
+ </tr>
964
+ <tr>
965
+ <td><b>GPT-4o</b></td>
966
+ <td>0.625</td><td><b>0.696</b></td><td><b>0.658</b></td>
967
+ <td>0.696</td><td>0.696</td><td><b>0.703</b></td>
968
+ <td>0.708</td><td><b>0.714</b></td><td><b>0.711</b></td>
969
+ <td>0.693</td><td><b>0.709</b></td><td><b>0.7</b></td>
970
+ </tr>
971
+ <tr>
972
+ <td><b>Mistral</b></td>
973
+ <td>0.606</td><td>0.69</td><td>0.645</td>
974
+ <td>0.687</td><td>0.687</td><td>0.625</td>
975
+ <td>0.632</td><td>0.668</td><td>0.649</td>
976
+ <td>0.518</td><td>0.546</td><td>0.531</td>
977
+ </tr>
978
+ <tr>
979
+ <td><b>Llama3.3</b></td>
980
+ <td>0.616</td><td>0.694</td><td>0.652</td>
981
+ <td>0.691</td><td>0.691</td><td>0.638</td>
982
+ <td>0.685</td><td>0.705</td><td>0.695</td>
983
+ <td>0.675</td><td>0.704</td><td>0.688</td>
984
+ </tr>
985
+ <tr>
986
+ <td><b>MedSwallow</b></td>
987
+ <td><b>0.668</b></td><td>0.621</td><td>0.643</td>
988
+ <td>0.571</td><td>0.571</td><td>0.593</td>
989
+ <td>0.707</td><td>0.676</td><td>0.69</td>
990
+ <td>0.678</td><td>0.653</td><td>0.665</td>
991
+ </tr>
992
+ <tr>
993
+ <td><b>JMedLoRA</b></td>
994
+ <td>0.667</td><td>0.637</td><td>0.651</td>
995
+ <td><b>0.714</b></td><td><b>0.714</b></td><td>0.691</td>
996
+ <td><b>0.71</b></td><td>0.676</td><td>0.692</td>
997
+ <td><b>0.713</b></td><td>0.673</td><td>0.692</td>
998
+ </tr>
999
+ </table>
1000
+ </details>
1001
+
1002
+ <details>
1003
+ <summary>電気メス等（39件）</summary>
1004
+
1005
+ <table border="1">
1006
+ <th rowspan="2">電気メス等</th>
1007
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1008
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1009
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1010
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1011
+ </tr>
1012
+ <tr>
1013
+ <th>P</th><th>R</th><th>F1</th>
1014
+ <th>P</th><th>R</th><th>F1</th>
1015
+ <th>P</th><th>R</th><th>F1</th>
1016
+ <th>P</th><th>R</th><th>F1</th>
1017
+ </tr>
1018
+ <tr>
1019
+ <td><b>GPT-4o</b></td>
1020
+ <td>0.563</td><td>0.645</td><td>0.6</td>
1021
+ <td>0.671</td><td>0.671</td><td><b>0.681</b></td>
1022
+ <td>0.688</td><td><b>0.712</b></td><td>0.698</td>
1023
+ <td>0.672</td><td><b>0.705</b></td><td><b>0.698</b></td>
1024
+ </tr>
1025
+ <tr>
1026
+ <td><b>Mistral</b></td>
1027
+ <td>0.525</td><td>0.619</td><td>0.567</td>
1028
+ <td>0.567</td><td>0.567</td><td>0.508</td>
1029
+ <td>0.603</td><td>0.654</td><td>0.627</td>
1030
+ <td>0.571</td><td>0.613</td><td>0.591</td>
1031
+ </tr>
1032
+ <tr>
1033
+ <td><b>Llama3.3</b></td>
1034
+ <td>0.607</td><td><b>0.7</b></td><td>0.649</td>
1035
+ <td>0.695</td><td>0.695</td><td>0.64</td>
1036
+ <td>0.663</td><td>0.711</td><td>0.685</td>
1037
+ <td>0.651</td><td>0.703</td><td>0.675</td>
1038
+ </tr>
1039
+ <tr>
1040
+ <td><b>MedSwallow</b></td>
1041
+ <td><b>0.678</b></td><td>0.635</td><td><b>0.654</b></td>
1042
+ <td>0.606</td><td>0.606</td><td>0.623</td>
1043
+ <td><b>0.712</b></td><td>0.691</td><td><b>0.7</b></td>
1044
+ <td>0.632</td><td>0.616</td><td>0.623</td>
1045
+ </tr>
1046
+ <tr>
1047
+ <td><b>JMedLoRA</b></td>
1048
+ <td>0.671</td><td>0.657</td><td>0.663</td>
1049
+ <td><b>0.713</b></td><td><b>0.713</b></td><td><b>0.695</b></td>
1050
+ <td>0.705</td><td>0.69</td><td>0.696</td>
1051
+ <td><b>0.711</b></td><td>0.688</td><td><b>0.698</b></td>
1052
+ </tr>
1053
+ </table>
1054
+ </details>
1055
+
1056
+
1057
+ <details>
1058
+ <summary>患者取り違え（53件）</summary>
1059
+
1060
+ <table border="1">
1061
+ <th rowspan="2">患者取り違え</th>
1062
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1063
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1064
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1065
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1066
+ </tr>
1067
+ <tr>
1068
+ <th>P</th><th>R</th><th>F1</th>
1069
+ <th>P</th><th>R</th><th>F1</th>
1070
+ <th>P</th><th>R</th><th>F1</th>
1071
+ <th>P</th><th>R</th><th>F1</th>
1072
+ </tr>
1073
+ <tr>
1074
+ <td><b>GPT-4o</b></td>
1075
+ <td>0.629</td><td><b>0.704</b></td><td>0.664</td>
1076
+ <td>0.698</td><td>0.698</td><td><b>0.704</b></td>
1077
+ <td>0.71</td><td><b>0.715</b></td><td><b>0.712</b></td>
1078
+ <td>0.696</td><td><b>0.718</b></td><td><b>0.706</b></td>
1079
+ </tr>
1080
+ <tr>
1081
+ <td><b>Mistral</b></td>
1082
+ <td>0.602</td><td>0.694</td><td>0.644</td>
1083
+ <td>0.692</td><td>0.692</td><td>0.626</td>
1084
+ <td>0.61</td><td>0.646</td><td>0.627</td>
1085
+ <td>0.521</td><td>0.549</td><td>0.534</td>
1086
+ </tr>
1087
+ <tr>
1088
+ <td><b>Llama3.3</b></td>
1089
+ <td>0.605</td><td>0.697</td><td>0.647</td>
1090
+ <td>0.693</td><td>0.693</td><td>0.632</td>
1091
+ <td>0.693</td><td>0.713</td><td>0.702</td>
1092
+ <td>0.674</td><td>0.706</td><td>0.689</td>
1093
+ </tr>
1094
+ <tr>
1095
+ <td><b>MedSwallow</b></td>
1096
+ <td><b>0.698</b></td><td>0.672</td><td><b>0.684</b></td>
1097
+ <td>0.631</td><td>0.631</td><td>0.643</td>
1098
+ <td><b>0.714</b></td><td>0.692</td><td>0.702</td>
1099
+ <td>0.706</td><td>0.685</td><td>0.695</td>
1100
+ </tr>
1101
+ <tr>
1102
+ <td><b>JMedLoRA</b></td>
1103
+ <td>0.692</td><td>0.67</td><td>0.68</td>
1104
+ <td><b>0.724</b></td><td><b>0.724</b></td><td>0.703</td>
1105
+ <td><b>0.714</b></td><td>0.689</td><td>0.701</td>
1106
+ <td><b>0.717</b></td><td>0.684</td><td>0.699</td>
1107
+ </tr>
1108
+ </table>
1109
+ </details>
1110
+
1111
+
1112
+ ## 改善策
1113
+
1114
+ <details>
1115
+ <summary>調剤（71件）</summary>
1116
+
1117
+ <table border="1">
1118
+ <tr>
1119
+ <th rowspan="2">調剤</th>
1120
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1121
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1122
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1123
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1124
+ </tr>
1125
+ <tr>
1126
+ <th>P</th><th>R</th><th>F1</th>
1127
+ <th>P</th><th>R</th><th>F1</th>
1128
+ <th>P</th><th>R</th><th>F1</th>
1129
+ <th>P</th><th>R</th><th>F1</th>
1130
+ </tr>
1131
+ <tr>
1132
+ <td><b>GPT-4o</b></td>
1133
+ <td>0.626</td><td>0.699</td><td>0.660</td>
1134
+ <td><b>0.713</b></td><td><b>0.713</b></td><td><b>0.699</b></td>
1135
+ <td>0.705</td><td><b>0.724</b></td><td><b>0.714</b></td>
1136
+ <td>0.689</td><td><b>0.721</b></td><td><b>0.704</b></td>
1137
+ </tr>
1138
+ <tr>
1139
+ <td><b>Mistral</b></td>
1140
+ <td>0.619</td><td>0.693</td><td>0.654</td>
1141
+ <td>0.681</td><td>0.681</td><td>0.669</td>
1142
+ <td>0.675</td><td>0.689</td><td>0.681</td>
1143
+ <td>0.325</td><td>0.341</td><td>0.333</td>
1144
+ </tr>
1145
+ <tr>
1146
+ <td><b>Llama3.3</b></td>
1147
+ <td><b>0.631</b></td><td><b>0.700</b></td><td><b>0.664</b></td>
1148
+ <td>0.692</td><td>0.692</td><td>0.645</td>
1149
+ <td><b>0.707</b></td><td>0.722</td><td><b>0.714</b></td>
1150
+ <td>0.703</td><td>0.718</td><td>0.710</td>
1151
+ </tr>
1152
+ <tr>
1153
+ <td><b>MedSwallow</b></td>
1154
+ <td>0.020</td><td>0.019</td><td>0.019</td>
1155
+ <td>0.564</td><td>0.564</td><td>0.596</td>
1156
+ <td>0.675</td><td>0.634</td><td>0.653</td>
1157
+ <td>0.719</td><td>0.666</td><td>0.691</td>
1158
+ </tr>
1159
+ <tr>
1160
+ <td><b>JMedLoRA</b></td>
1161
+ <td>0.553</td><td>0.521</td><td>0.536</td>
1162
+ <td>0.448</td><td>0.448</td><td>0.464</td>
1163
+ <td>0.681</td><td>0.646</td><td>0.662</td>
1164
+ <td><b>0.736</b></td><td>0.695</td><td><b>0.714</b></td>
1165
+ </tr>
1166
+ </table>
1167
+ </details>
1168
+
1169
+ <details>
1170
+ <summary>薬剤（438件）</summary>
1171
+
1172
+ <table border="1">
1173
+ <th rowspan="2">薬剤</th>
1174
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1175
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1176
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1177
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1178
+ </tr>
1179
+ <tr>
1180
+ <th>P</th><th>R</th><th>F1</th>
1181
+ <th>P</th><th>R</th><th>F1</th>
1182
+ <th>P</th><th>R</th><th>F1</th>
1183
+ <th>P</th><th>R</th><th>F1</th>
1184
+ </tr>
1185
+ <tr>
1186
+ <td><b>GPT-4o</b></td>
1187
+ <td>0.618</td><td><b>0.702</b></td><td>0.657</td>
1188
+ <td><b>0.717</b></td><td><b>0.717</b></td><td><b>0.697</b></td>
1189
+ <td>0.701</td><td><b>0.731</b></td><td><b>0.715</b></td>
1190
+ <td>0.685</td><td><b>0.726</b></td><td>0.705</td>
1191
+ </tr>
1192
+ <tr>
1193
+ <td><b>Mistral</b></td>
1194
+ <td>0.612</td><td>0.697</td><td>0.652</td>
1195
+ <td>0.687</td><td>0.687</td><td>0.667</td>
1196
+ <td>0.659</td><td>0.675</td><td>0.666</td>
1197
+ <td>0.513</td><td>0.557</td><td>0.534</td>
1198
+ </tr>
1199
+ <tr>
1200
+ <td><b>Llama3.3</b></td>
1201
+ <td><b>0.623</b></td><td>0.699</td><td><b>0.659</b></td>
1202
+ <td>0.695</td><td>0.695</td><td>0.643</td>
1203
+ <td><b>0.7</b></td><td>0.728</td><td>0.713</td>
1204
+ <td>0.694</td><td>0.72</td><td><b>0.706</b></td>
1205
+ </tr>
1206
+ <tr>
1207
+ <td><b>MedSwallow</b></td>
1208
+ <td>0.022</td><td>0.019</td><td>0.02</td>
1209
+ <td>0.6</td><td>0.6</td><td>0.628</td>
1210
+ <td>0.643</td><td>0.606</td><td>0.623</td>
1211
+ <td><b>0.724</b></td><td>0.681</td><td>0.701</td>
1212
+ </tr>
1213
+ <tr>
1214
+ <td><b>JMedLoRA</b></td>
1215
+ <td>0.504</td><td>0.478</td><td>0.49</td>
1216
+ <td>0.406</td><td>0.406</td><td>0.416</td>
1217
+ <td><b>0.703</b></td><td>0.679</td><td>0.69</td>
1218
+ <td>0.723</td><td>0.693</td><td><b>0.707</b></td>
1219
+ </tr>
1220
+ </table>
1221
+
1222
+ </details>
1223
+
1224
+ <details>
1225
+
1226
+ <summary>人工呼吸器（182件）</summary>
1227
+
1228
+ <table border="1">
1229
+ <th rowspan="2">人工呼吸器（182件）</th>
1230
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1231
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1232
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1233
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1234
+ </tr>
1235
+ <tr>
1236
+ <th>P</th><th>R</th><th>F1</th>
1237
+ <th>P</th><th>R</th><th>F1</th>
1238
+ <th>P</th><th>R</th><th>F1</th>
1239
+ <th>P</th><th>R</th><th>F1</th>
1240
+ </tr>
1241
+ <tr>
1242
+ <td><b>GPT-4o</b></td>
1243
+ <td>0.603</td><td>0.692</td><td>0.644</td>
1244
+ <td><b>0.706</b></td><td><b>0.706</b></td><td>0.681</td>
1245
+ <td>0.688</td><td><b>0.729</b></td><td>0.707</td>
1246
+ <td>0.677</td><td><b>0.723</b></td><td>0.698</td>
1247
+ </tr>
1248
+ <tr>
1249
+ <td><b>Mistral</b></td>
1250
+ <td>0.598</td><td>0.692</td><td>0.641</td>
1251
+ <td>0.682</td><td>0.682</td><td>0.669</td>
1252
+ <td>0.655</td><td>0.682</td><td>0.667</td>
1253
+ <td>0.494</td><td>0.545</td><td>0.517</td>
1254
+ </tr>
1255
+ <tr>
1256
+ <td><b>Llama3.3</b></td>
1257
+ <td><b>0.613</b></td><td><b>0.698</b></td><td><b>0.652</b></td>
1258
+ <td>0.695</td><td>0.695</td><td>0.639</td>
1259
+ <td>0.686</td><td>0.728</td><td><b>0.706</b></td>
1260
+ <td>0.679</td><td>0.715</td><td>0.696</td>
1261
+ </tr>
1262
+ <tr>
1263
+ <td><b>MedSwallow</b></td>
1264
+ <td>0.042</td><td>0.040</td><td>0.041</td>
1265
+ <td>0.644</td><td>0.644</td><td><b>0.670</b></td>
1266
+ <td>0.659</td><td>0.630</td><td>0.643</td>
1267
+ <td><b>0.727</b></td><td>0.692</td><td><b>0.708</b></td>
1268
+ </tr>
1269
+ <tr>
1270
+ <td><b>JMedLoRA</b></td>
1271
+ <td>0.537</td><td>0.521</td><td>0.528</td>
1272
+ <td>0.399</td><td>0.399</td><td>0.407</td>
1273
+ <td><b>0.711</b></td><td>0.695</td><td>0.702</td>
1274
+ <td>0.713</td><td>0.692</td><td>0.701</td>
1275
+ </tr>
1276
+ </table>
1277
+ </details>
1278
+
1279
+ <details>
1280
+ <summary>輸液ポンプ（114件）</summary>
1281
+
1282
+ <table border="1">
1283
+ <th rowspan="2">輸液ポンプ（114件）</th>
1284
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1285
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1286
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1287
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1288
+ </tr>
1289
+ <tr>
1290
+ <th>P</th><th>R</th><th>F1</th>
1291
+ <th>P</th><th>R</th><th>F1</th>
1292
+ <th>P</th><th>R</th><th>F1</th>
1293
+ <th>P</th><th>R</th><th>F1</th>
1294
+ </tr>
1295
+ <tr>
1296
+ <td><b>GPT-4o</b></td>
1297
+ <td>0.617</td><td>0.706</td><td>0.659</td>
1298
+ <td><b>0.723</b></td><td><b>0.723</b></td><td><b>0.700</b></td>
1299
+ <td>0.697</td><td>0.733</td><td><b>0.714</b></td>
1300
+ <td>0.683</td><td><b>0.731</b></td><td>0.706</td>
1301
+ </tr>
1302
+ <tr>
1303
+ <td><b>Mistral</b></td>
1304
+ <td>0.609</td><td>0.703</td><td>0.652</td>
1305
+ <td>0.695</td><td>0.695</td><td>0.674</td>
1306
+ <td>0.625</td><td>0.653</td><td>0.638</td>
1307
+ <td>0.391</td><td>0.422</td><td>0.405</td>
1308
+ </tr>
1309
+ <tr>
1310
+ <td><b>Llama3.3</b></td>
1311
+ <td><b>0.620</b></td><td><b>0.707</b></td><td><b>0.660</b></td>
1312
+ <td>0.700</td><td>0.700</td><td>0.644</td>
1313
+ <td><b>0.694</b></td><td><b>0.734</b></td><td>0.713</td>
1314
+ <td><b>0.694</b></td><td>0.728</td><td><b>0.710</b></td>
1315
+ </tr>
1316
+ <tr>
1317
+ <td><b>MedSwallow</b></td>
1318
+ <td>0.032</td><td>0.029</td><td>0.031</td>
1319
+ <td>0.663</td><td>0.663</td><td>0.689</td>
1320
+ <td>0.585</td><td>0.554</td><td>0.568</td>
1321
+ <td>0.720</td><td>0.686</td><td>0.702</td>
1322
+ </tr>
1323
+ <tr>
1324
+ <td><b>JMedLoRA</b></td>
1325
+ <td>0.501</td><td>0.480</td><td>0.490</td>
1326
+ <td>0.417</td><td>0.417</td><td>0.428</td>
1327
+ <td>0.709</td><td>0.687</td><td>0.697</td>
1328
+ <td><b>0.721</b></td><td>0.701</td><td>0.710</td>
1329
+ </tr>
1330
+ </table>
1331
+ </details>
1332
+
1333
+ <details>
1334
+ <summary>持参薬（136件）</summary>
1335
+
1336
+ <table border="1">
1337
+ <th rowspan="2">持参薬<br>（136件）</th>
1338
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1339
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1340
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1341
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1342
+ </tr>
1343
+ <tr>
1344
+ <th>P</th><th>R</th><th>F1</th>
1345
+ <th>P</th><th>R</th><th>F1</th>
1346
+ <th>P</th><th>R</th><th>F1</th>
1347
+ <th>P</th><th>R</th><th>F1</th>
1348
+ </tr>
1349
+ <tr>
1350
+ <td><b>GPT-4o</b></td>
1351
+ <td>0.618</td><td><b>0.711</b></td><td><b>0.661</b></td>
1352
+ <td><b>0.729</b></td><td><b>0.729</b></td><td><b>0.702</b></td>
1353
+ <td>0.701</td><td>0.743</td><td>0.721</td>
1354
+ <td>0.686</td><td>0.737</td><td>0.710</td>
1355
+ </tr>
1356
+ <tr>
1357
+ <td><b>Mistral</b></td>
1358
+ <td>0.612</td><td>0.706</td><td>0.656</td>
1359
+ <td>0.696</td><td>0.696</td><td>0.675</td>
1360
+ <td>0.669</td><td>0.698</td><td>0.683</td>
1361
+ <td>0.437</td><td>0.471</td><td>0.453</td>
1362
+ </tr>
1363
+ <tr>
1364
+ <td><b>Llama3.3</b></td>
1365
+ <td><b>0.621</b></td><td>0.707</td><td><b>0.661</b></td>
1366
+ <td>0.703</td><td>0.703</td><td>0.647</td>
1367
+ <td>0.703</td><td><b>0.744</b></td><td><b>0.722</b></td>
1368
+ <td>0.704</td><td><b>0.740</b></td><td>0.721</td>
1369
+ </tr>
1370
+ <tr>
1371
+ <td><b>MedSwallow</b></td>
1372
+ <td>0.044</td><td>0.040</td><td>0.042</td>
1373
+ <td>0.615</td><td>0.615</td><td>0.635</td>
1374
+ <td>0.679</td><td>0.648</td><td>0.662</td>
1375
+ <td>0.728</td><td>0.697</td><td>0.712</td>
1376
+ </tr>
1377
+ <tr>
1378
+ <td><b>JMedLoRA</b></td>
1379
+ <td>0.527</td><td>0.507</td><td>0.517</td>
1380
+ <td>0.512</td><td>0.512</td><td>0.520</td>
1381
+ <td><b>0.707</b></td><td>0.691</td><td>0.698</td>
1382
+ <td><b>0.739</b></td><td>0.721</td><td><b>0.729</b></td>
1383
+ </tr>
1384
+ </table>
1385
+ </details>
1386
+
1387
+ <details>
1388
+ <summary>ドレーンの挿入・管理（134件）</summary>
1389
+
1390
+ <table border="1">
1391
+ <th rowspan="2">ドレーンの挿入・管理</th>
1392
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1393
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1394
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1395
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1396
+ </tr>
1397
+ <tr>
1398
+ <th>P</th><th>R</th><th>F1</th>
1399
+ <th>P</th><th>R</th><th>F1</th>
1400
+ <th>P</th><th>R</th><th>F1</th>
1401
+ <th>P</th><th>R</th><th>F1</th>
1402
+ </tr>
1403
+ <tr>
1404
+ <td><b>GPT-4o</b></td>
1405
+ <td>0.612</td><td>0.697</td><td>0.651</td>
1406
+ <td><b>0.714</b></td><td><b>0.714</b></td><td><b>0.690</b></td>
1407
+ <td>0.694</td><td>0.730</td><td><b>0.711</b></td>
1408
+ <td>0.682</td><td><b>0.727</b></td><td>0.704</td>
1409
+ </tr>
1410
+ <tr>
1411
+ <td><b>Mistral</b></td>
1412
+ <td>0.602</td><td>0.694</td><td>0.644</td>
1413
+ <td>0.684</td><td>0.684</td><td>0.668</td>
1414
+ <td>0.649</td><td>0.674</td><td>0.660</td>
1415
+ <td>0.414</td><td>0.444</td><td>0.428</td>
1416
+ </tr>
1417
+ <tr>
1418
+ <td><b>Llama3.3</b></td>
1419
+ <td><b>0.616</b></td><td><b>0.701</b></td><td><b>0.655</b></td>
1420
+ <td>0.699</td><td>0.699</td><td>0.643</td>
1421
+ <td>0.692</td><td><b>0.732</b></td><td><b>0.711</b></td>
1422
+ <td>0.684</td><td>0.717</td><td>0.700</td>
1423
+ </tr>
1424
+ <tr>
1425
+ <td><b>MedSwallow</b></td>
1426
+ <td>0.049</td><td>0.046</td><td>0.047</td>
1427
+ <td>0.598</td><td>0.598</td><td>0.623</td>
1428
+ <td>0.677</td><td>0.643</td><td>0.659</td>
1429
+ <td><b>0.726</b></td><td>0.686</td><td><b>0.705</b></td>
1430
+ </tr>
1431
+ <tr>
1432
+ <td><b>JMedLoRA</b></td>
1433
+ <td>0.562</td><td>0.544</td><td>0.553</td>
1434
+ <td>0.433</td><td>0.433</td><td>0.441</td>
1435
+ <td><b>0.719</b></td><td>0.701</td><td>0.709</td>
1436
+ <td>0.712</td><td><b>0.727</b></td><td>0.701</td>
1437
+ </tr>
1438
+ </table>
1439
+ </details>
1440
+
1441
+ <details>
1442
+ <summary>（臨床）検査（84件）</summary>
1443
+
1444
+ <table border="1">
1445
+ <th rowspan="2">（臨床）検査</th>
1446
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1447
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1448
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1449
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1450
+ </tr>
1451
+ <tr>
1452
+ <th>P</th><th>R</th><th>F1</th>
1453
+ <th>P</th><th>R</th><th>F1</th>
1454
+ <th>P</th><th>R</th><th>F1</th>
1455
+ <th>P</th><th>R</th><th>F1</th>
1456
+ </tr>
1457
+ <tr>
1458
+ <td><b>GPT-4o</b></td>
1459
+ <td>0.582</td><td>0.674</td><td>0.624</td>
1460
+ <td><b>0.699</b></td><td><b>0.699</b></td><td><b>0.670</b></td>
1461
+ <td>0.687</td><td><b>0.735</b></td><td><b>0.709</b></td>
1462
+ <td>0.670</td><td><b>0.725</b></td><td>0.696</td>
1463
+ </tr>
1464
+ <tr>
1465
+ <td><b>Mistral</b></td>
1466
+ <td>0.578</td><td>0.676</td><td>0.622</td>
1467
+ <td>0.670</td><td>0.670</td><td>0.651</td>
1468
+ <td>0.673</td><td>0.707</td><td>0.689</td>
1469
+ <td>0.375</td><td>0.405</td><td>0.389</td>
1470
+ </tr>
1471
+ <tr>
1472
+ <td><b>Llama3.3</b></td>
1473
+ <td><b>0.609</b></td><td><b>0.707</b></td><td><b>0.654</b></td>
1474
+ <td>0.698</td><td>0.698</td><td>0.637</td>
1475
+ <td>0.686</td><td>0.734</td><td><b>0.709</b></td>
1476
+ <td>0.683</td><td>0.723</td><td>0.702</td>
1477
+ </tr>
1478
+ <tr>
1479
+ <td><b>MedSwallow</b></td>
1480
+ <td>0.009</td><td>0.009</td><td>0.009</td>
1481
+ <td>0.602</td><td>0.602</td><td>0.621</td>
1482
+ <td>0.671</td><td>0.641</td><td>0.654</td>
1483
+ <td><b>0.729</b></td><td>0.693</td><td>0.710</td>
1484
+ </tr>
1485
+ <tr>
1486
+ <td><b>JMedLoRA</b></td>
1487
+ <td>0.589</td><td>0.568</td><td>0.577</td>
1488
+ <td>0.543</td><td>0.543</td><td>0.549</td>
1489
+ <td><b>0.713</b></td><td>0.704</td><td>0.708</td>
1490
+ <td>0.720</td><td>0.711</td><td><b>0.715</b></td>
1491
+ </tr>
1492
+ </table>
1493
+ </details>
1494
+
1495
+ <details>
1496
+ <summary>小児患者の療養（133件）</summary>
1497
+
1498
+ <table border="1">
1499
+ <th rowspan="2">小児患者の療養</th>
1500
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1501
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1502
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1503
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1504
+ </tr>
1505
+ <tr>
1506
+ <th>P</th><th>R</th><th>F1</th>
1507
+ <th>P</th><th>R</th><th>F1</th>
1508
+ <th>P</th><th>R</th><th>F1</th>
1509
+ <th>P</th><th>R</th><th>F1</th>
1510
+ </tr>
1511
+ <tr>
1512
+ <td><b>GPT-4o</b></td>
1513
+ <td>0.604</td><td>0.693</td><td>0.645</td>
1514
+ <td><b>0.700</b></td><td><b>0.700</b></td><td><b>0.673</b></td>
1515
+ <td>0.688</td><td>0.730</td><td><b>0.708</b></td>
1516
+ <td>0.674</td><td><b>0.726</b></td><td>0.699</td>
1517
+ </tr>
1518
+ <tr>
1519
+ <td><b>Mistral</b></td>
1520
+ <td>0.592</td><td>0.689</td><td>0.636</td>
1521
+ <td>0.670</td><td>0.670</td><td>0.656</td>
1522
+ <td>0.674</td><td>0.696</td><td>0.684</td>
1523
+ <td>0.511</td><td>0.555</td><td>0.532</td>
1524
+ </tr>
1525
+ <tr>
1526
+ <td><b>Llama3.3</b></td>
1527
+ <td><b>0.614</b></td><td><b>0.702</b></td><td><b>0.654</b></td>
1528
+ <td>0.695</td><td>0.695</td><td>0.636</td>
1529
+ <td>0.688</td><td><b>0.732</b></td><td><b>0.708</b></td>
1530
+ <td>0.687</td><td>0.724</td><td>0.704</td>
1531
+ </tr>
1532
+ <tr>
1533
+ <td><b>MedSwallow</b></td>
1534
+ <td>0.026</td><td>0.024</td><td>0.025</td>
1535
+ <td>0.624</td><td>0.624</td><td>0.647</td>
1536
+ <td>0.659</td><td>0.624</td><td>0.640</td>
1537
+ <td><b>0.727</b></td><td>0.697</td><td><b>0.711</b></td>
1538
+ </tr>
1539
+ <tr>
1540
+ <td><b>JMedLoRA</b></td>
1541
+ <td>0.585</td><td>0.564</td><td>0.574</td>
1542
+ <td>0.500</td><td>0.500</td><td>0.508</td>
1543
+ <td><b>0.695</b></td><td>0.690</td><td>0.692</td>
1544
+ <td>0.705</td><td><b>0.696</b></td><td>0.700</td>
1545
+ </tr>
1546
+ </table>
1547
+ </details>
1548
+
1549
+ <details>
1550
+ <summary>リハビリテーション（131件）</summary>
1551
+
1552
+ <table border="1">
1553
+ <th rowspan="2">リハビリテーション</th>
1554
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1555
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1556
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1557
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1558
+ </tr>
1559
+ <tr>
1560
+ <th>P</th><th>R</th><th>F1</th>
1561
+ <th>P</th><th>R</th><th>F1</th>
1562
+ <th>P</th><th>R</th><th>F1</th>
1563
+ <th>P</th><th>R</th><th>F1</th>
1564
+ </tr>
1565
+ <tr>
1566
+ <td><b>GPT-4o</b></td>
1567
+ <td><b>0.623</b></td><td><b>0.713</b></td><td><b>0.664</b></td>
1568
+ <td><b>0.721</b></td><td><b>0.721</b></td><td><b>0.694</b></td>
1569
+ <td><b>0.696</b></td><td><b>0.739</b></td><td><b>0.717</b></td>
1570
+ <td>0.684</td><td><b>0.736</b></td><td>0.709</td>
1571
+ </tr>
1572
+ <tr>
1573
+ <td><b>Mistral</b></td>
1574
+ <td>0.608</td><td>0.707</td><td>0.654</td>
1575
+ <td>0.690</td><td>0.690</td><td>0.673</td>
1576
+ <td>0.661</td><td>0.686</td><td>0.673</td>
1577
+ <td>0.604</td><td>0.666</td><td>0.633</td>
1578
+ </tr>
1579
+ <tr>
1580
+ <td><b>Llama3.3</b></td>
1581
+ <td>0.621</td><td>0.711</td><td>0.663</td>
1582
+ <td>0.706</td><td>0.706</td><td>0.645</td>
1583
+ <td>0.686</td><td><b>0.739</b></td><td>0.711</td>
1584
+ <td>0.689</td><td>0.732</td><td>0.709</td>
1585
+ </tr>
1586
+ <tr>
1587
+ <td><b>MedSwallow</b></td>
1588
+ <td>0.036</td><td>0.035</td><td>0.035</td>
1589
+ <td>0.642</td><td>0.642</td><td>0.664</td>
1590
+ <td>0.625</td><td>0.601</td><td>0.612</td>
1591
+ <td><b>0.731</b></td><td>0.699</td><td><b>0.714</b></td>
1592
+ </tr>
1593
+ <tr>
1594
+ <td><b>JMedLoRA</b></td>
1595
+ <td>0.546</td><td>0.529</td><td>0.537</td>
1596
+ <td>0.438</td><td>0.438</td><td>0.444</td>
1597
+ <td>0.687</td><td>0.685</td><td>0.685</td>
1598
+ <td>0.707</td><td>0.702</td><td>0.704</td>
1599
+ </tr>
1600
+ </table>
1601
+ </details>
1602
+
1603
+ <details>
1604
+ <summary>輸血療法（121件）</summary>
1605
+
1606
+ <table border="1">
1607
+ <th rowspan="2">輸血療法</th>
1608
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1609
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1610
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1611
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1612
+ </tr>
1613
+ <tr>
1614
+ <th>P</th><th>R</th><th>F1</th>
1615
+ <th>P</th><th>R</th><th>F1</th>
1616
+ <th>P</th><th>R</th><th>F1</th>
1617
+ <th>P</th><th>R</th><th>F1</th>
1618
+ </tr>
1619
+ <tr>
1620
+ <td><b>GPT-4o</b></td>
1621
+ <td><b>0.611</b></td><td><b>0.706</b></td><td><b>0.654</b></td>
1622
+ <td><b>0.704</b></td><td><b>0.704</b></td><td><b>0.678</b></td>
1623
+ <td>0.692</td><td><b>0.738</b></td><td><b>0.713</b></td>
1624
+ <td>0.678</td><td>0.731</td><td>0.703</td>
1625
+ </tr>
1626
+ <tr>
1627
+ <td><b>Mistral</b></td>
1628
+ <td>0.601</td><td>0.697</td><td>0.645</td>
1629
+ <td>0.691</td><td>0.691</td><td>0.673</td>
1630
+ <td>0.660</td><td>0.685</td><td>0.671</td>
1631
+ <td>0.572</td><td>0.640</td><td>0.603</td>
1632
+ </tr>
1633
+ <tr>
1634
+ <td><b>Llama3.3</b></td>
1635
+ <td>0.601</td><td>0.689</td><td>0.641</td>
1636
+ <td>0.697</td><td>0.697</td><td>0.637</td>
1637
+ <td>0.691</td><td>0.737</td><td><b>0.713</b></td>
1638
+ <td>0.688</td><td><b>0.733</b></td><td>0.709</td>
1639
+ </tr>
1640
+ <tr>
1641
+ <td><b>MedSwallow</b></td>
1642
+ <td>0.022</td><td>0.022</td><td>0.022</td>
1643
+ <td>0.611</td><td>0.611</td><td>0.631</td>
1644
+ <td>0.613</td><td>0.592</td><td>0.602</td>
1645
+ <td>0.721</td><td>0.687</td><td>0.702</td>
1646
+ </tr>
1647
+ <tr>
1648
+ <td><b>JMedLoRA</b></td>
1649
+ <td>0.574</td><td>0.552</td><td>0.562</td>
1650
+ <td>0.497</td><td>0.497</td><td>0.505</td>
1651
+ <td><b>0.695</b></td><td>0.682</td><td>0.688</td>
1652
+ <td><b>0.731</b></td><td>0.715</td><td><b>0.722</b></td>
1653
+ </tr>
1654
+ </table>
1655
+ </details>
1656
+
1657
+ <details>
1658
+ <summary>禁忌薬（83件）</summary>
1659
+
1660
+ <table border="1">
1661
+ <th rowspan="2">禁忌���</th>
1662
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1663
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1664
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1665
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1666
+ </tr>
1667
+ <tr>
1668
+ <th>P</th><th>R</th><th>F1</th>
1669
+ <th>P</th><th>R</th><th>F1</th>
1670
+ <th>P</th><th>R</th><th>F1</th>
1671
+ <th>P</th><th>R</th><th>F1</th>
1672
+ </tr>
1673
+ <tr>
1674
+ <td><b>GPT-4o</b></td>
1675
+ <td>0.613</td><td>0.700</td><td>0.653</td>
1676
+ <td><b>0.718</b></td><td><b>0.718</b></td><td><b>0.692</b></td>
1677
+ <td>0.691</td><td><b>0.729</b></td><td><b>0.709</b></td>
1678
+ <td>0.678</td><td><b>0.727</b></td><td>0.701</td>
1679
+ </tr>
1680
+ <tr>
1681
+ <td><b>Mistral</b></td>
1682
+ <td>0.606</td><td>0.695</td><td>0.647</td>
1683
+ <td>0.691</td><td>0.691</td><td>0.673</td>
1684
+ <td>0.658</td><td>0.681</td><td>0.669</td>
1685
+ <td>0.550</td><td>0.612</td><td>0.579</td>
1686
+ </tr>
1687
+ <tr>
1688
+ <td><b>Llama3.3</b></td>
1689
+ <td><b>0.619</b></td><td><b>0.701</b></td><td><b>0.657</b></td>
1690
+ <td>0.696</td><td>0.696</td><td>0.640</td>
1691
+ <td>0.689</td><td>0.728</td><td>0.707</td>
1692
+ <td>0.683</td><td>0.719</td><td>0.700</td>
1693
+ </tr>
1694
+ <tr>
1695
+ <td><b>MedSwallow</b></td>
1696
+ <td>0.028</td><td>0.024</td><td>0.026</td>
1697
+ <td>0.602</td><td>0.602</td><td>0.622</td>
1698
+ <td>0.665</td><td>0.635</td><td>0.649</td>
1699
+ <td><b>0.714</b></td><td>0.682</td><td>0.696</td>
1700
+ </tr>
1701
+ <tr>
1702
+ <td><b>JMedLoRA</b></td>
1703
+ <td>0.487</td><td>0.473</td><td>0.479</td>
1704
+ <td>0.464</td><td>0.464</td><td>0.475</td>
1705
+ <td><b>0.696</b></td><td>0.680</td><td>0.687</td>
1706
+ <td><b>0.714</b></td><td>0.694</td><td><b>0.703</b></td>
1707
+ </tr>
1708
+ </table>
1709
+ </details>
1710
+
1711
+ <details>
1712
+ <summary>放射線検査（71件）</summary>
1713
+
1714
+ <table border="1">
1715
+ <th rowspan="2">放射線検査</th>
1716
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1717
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1718
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1719
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1720
+ </tr>
1721
+ <tr>
1722
+ <th>P</th><th>R</th><th>F1</th>
1723
+ <th>P</th><th>R</th><th>F1</th>
1724
+ <th>P</th><th>R</th><th>F1</th>
1725
+ <th>P</th><th>R</th><th>F1</th>
1726
+ </tr>
1727
+ <tr>
1728
+ <td><b>GPT-4o</b></td>
1729
+ <td><b>0.590</b></td><td><b>0.688</b></td><td><b>0.635</b></td>
1730
+ <td><b>0.711</b></td><td><b>0.711</b></td><td><b>0.677</b></td>
1731
+ <td>0.670</td><td><b>0.725</b></td><td>0.696</td>
1732
+ <td>0.655</td><td><b>0.716</b></td><td>0.683</td>
1733
+ </tr>
1734
+ <tr>
1735
+ <td><b>Mistral</b></td>
1736
+ <td>0.581</td><td>0.687</td><td>0.629</td>
1737
+ <td>0.692</td><td>0.692</td><td>0.664</td>
1738
+ <td>0.637</td><td>0.676</td><td>0.655</td>
1739
+ <td>0.626</td><td>0.711</td><td>0.665</td>
1740
+ </tr>
1741
+ <tr>
1742
+ <td><b>Llama3.3</b></td>
1743
+ <td>0.580</td><td>0.677</td><td>0.623</td>
1744
+ <td>0.686</td><td>0.686</td><td>0.623</td>
1745
+ <td>0.663</td><td>0.722</td><td>0.690</td>
1746
+ <td>0.661</td><td>0.711</td><td>0.684</td>
1747
+ </tr>
1748
+ <tr>
1749
+ <td><b>MedSwallow</b></td>
1750
+ <td>0.032</td><td>0.030</td><td>0.031</td>
1751
+ <td>0.622</td><td>0.622</td><td>0.638</td>
1752
+ <td>0.599</td><td>0.581</td><td>0.589</td>
1753
+ <td><b>0.706</b></td><td>0.693</td><td><b>0.698</b></td>
1754
+ </tr>
1755
+ <tr>
1756
+ <td><b>JMedLoRA</b></td>
1757
+ <td>0.557</td><td>0.543</td><td>0.549</td>
1758
+ <td>0.528</td><td>0.528</td><td>0.533</td>
1759
+ <td><b>0.708</b></td><td>0.707</td><td><b>0.706</b></td>
1760
+ <td>0.694</td><td>0.696</td><td>0.694</td>
1761
+ </tr>
1762
+ </table>
1763
+ </details>
1764
+
1765
+ <details>
1766
+ <summary>左右（部位）間違い（73件）</summary>
1767
+
1768
+ <table border="1">
1769
+ <th rowspan="2">左右（部位）間違い</th>
1770
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1771
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1772
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1773
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1774
+ </tr>
1775
+ <tr>
1776
+ <th>P</th><th>R</th><th>F1</th>
1777
+ <th>P</th><th>R</th><th>F1</th>
1778
+ <th>P</th><th>R</th><th>F1</th>
1779
+ <th>P</th><th>R</th><th>F1</th>
1780
+ </tr>
1781
+ <tr>
1782
+ <td><b>GPT-4o</b></td>
1783
+ <td>0.579</td><td>0.685</td><td>0.627</td>
1784
+ <td><b>0.703</b></td><td><b>0.703</b></td><td><b>0.672</b></td>
1785
+ <td>0.681</td><td><b>0.735</b></td><td><b>0.706</b></td>
1786
+ <td>0.665</td><td>0.725</td><td>0.693</td>
1787
+ </tr>
1788
+ <tr>
1789
+ <td><b>Mistral</b></td>
1790
+ <td>0.574</td><td>0.681</td><td>0.622</td>
1791
+ <td>0.675</td><td>0.675</td><td>0.657</td>
1792
+ <td>0.650</td><td>0.690</td><td>0.669</td>
1793
+ <td>0.630</td><td>0.718</td><td>0.670</td>
1794
+ </tr>
1795
+ <tr>
1796
+ <td><b>Llama3.3</b></td>
1797
+ <td><b>0.592</b></td><td><b>0.694</b></td><td><b>0.639</b></td>
1798
+ <td>0.687</td><td>0.687</td><td>0.623</td>
1799
+ <td>0.669</td><td>0.734</td><td>0.699</td>
1800
+ <td>0.674</td><td><b>0.727</b></td><td>0.699</td>
1801
+ </tr>
1802
+ <tr>
1803
+ <td><b>MedSwallow</b></td>
1804
+ <td>0.010</td><td>0.009</td><td>0.009</td>
1805
+ <td>0.641</td><td>0.641</td><td>0.658</td>
1806
+ <td>0.600</td><td>0.586</td><td>0.592</td>
1807
+ <td>0.723</td><td>0.704</td><td>0.713</td>
1808
+ </tr>
1809
+ <tr>
1810
+ <td><b>JMedLoRA</b></td>
1811
+ <td>0.528</td><td>0.516</td><td>0.521</td>
1812
+ <td>0.452</td><td>0.452</td><td>0.455</td>
1813
+ <td><b>0.683</b></td><td>0.682</td><td>0.681</td>
1814
+ <td><b>0.724</b></td><td>0.717</td><td><b>0.719</b></td>
1815
+ </tr>
1816
+ </table>
1817
+ </details>
1818
+
1819
+ <details>
1820
+ <summary>異物残存（23件）</summary>
1821
+
1822
+ <table border="1">
1823
+ <th rowspan="2">異物残存</th>
1824
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1825
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1826
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1827
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1828
+ </tr>
1829
+ <tr>
1830
+ <th>P</th><th>R</th><th>F1</th>
1831
+ <th>P</th><th>R</th><th>F1</th>
1832
+ <th>P</th><th>R</th><th>F1</th>
1833
+ <th>P</th><th>R</th><th>F1</th>
1834
+ </tr>
1835
+ <tr>
1836
+ <td><b>GPT-4o</b></td>
1837
+ <td><b>0.618</b></td><td>0.703</td><td><b>0.657</b></td>
1838
+ <td><b>0.719</b></td><td><b>0.719</b></td><td><b>0.695</b></td>
1839
+ <td><b>0.700</b></td><td>0.727</td><td><b>0.713</b></td>
1840
+ <td>0.681</td><td>0.721</td><td>0.700</td>
1841
+ </tr>
1842
+ <tr>
1843
+ <td><b>Mistral</b></td>
1844
+ <td>0.615</td><td><b>0.706</b></td><td><b>0.657</b></td>
1845
+ <td>0.667</td><td>0.667</td><td>0.652</td>
1846
+ <td>0.653</td><td>0.675</td><td>0.663</td>
1847
+ <td>0.653</td><td>0.718</td><td>0.683</td>
1848
+ </tr>
1849
+ <tr>
1850
+ <td><b>Llama3.3</b></td>
1851
+ <td><b>0.618</b></td><td>0.697</td><td>0.655</td>
1852
+ <td>0.702</td><td>0.702</td><td>0.647</td>
1853
+ <td>0.691</td><td><b>0.730</b></td><td>0.709</td>
1854
+ <td>0.692</td><td><b>0.726</b></td><td>0.708</td>
1855
+ </tr>
1856
+ <tr>
1857
+ <td><b>MedSwallow</b></td>
1858
+ <td>0</td><td>0</td><td>0</td>
1859
+ <td>0.631</td><td>0.631</td><td>0.659</td>
1860
+ <td>0.673</td><td>0.626</td><td>0.648</td>
1861
+ <td>0.707</td><td>0.691</td><td>0.698</td>
1862
+ </tr>
1863
+ <tr>
1864
+ <td><b>JMedLoRA</b></td>
1865
+ <td>0.553</td><td>0.528</td><td>0.540</td>
1866
+ <td>0.354</td><td>0.354</td><td>0.359</td>
1867
+ <td>0.692</td><td>0.667</td><td>0.679</td>
1868
+ <td><b>0.731</b></td><td>0.701</td><td><b>0.715</b></td>
1869
+ </tr>
1870
+ </table>
1871
+ </details>
1872
+ <details>
1873
+
1874
+ <summary>ベッドなど病室の設備（71件）</summary>
1875
+
1876
+ <table border="1">
1877
+ <th rowspan="2">ベッドなど病室の設備</th>
1878
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1879
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1880
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1881
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1882
+ </tr>
1883
+ <tr>
1884
+ <th>P</th><th>R</th><th>F1</th>
1885
+ <th>P</th><th>R</th><th>F1</th>
1886
+ <th>P</th><th>R</th><th>F1</th>
1887
+ <th>P</th><th>R</th><th>F1</th>
1888
+ </tr>
1889
+ <tr>
1890
+ <td><b>GPT-4o</b></td>
1891
+ <td><b>0.608</b></td><td><b>0.699</b></td><td><b>0.650</b></td>
1892
+ <td>0.689</td><td>0.689</td><td>0.658</td>
1893
+ <td>0.681</td><td><b>0.732</b></td><td><b>0.705</b></td>
1894
+ <td>0.668</td><td><b>0.727</b></td><td>0.696</td>
1895
+ </tr>
1896
+ <tr>
1897
+ <td><b>Mistral</b></td>
1898
+ <td>0.591</td><td>0.693</td><td>0.637</td>
1899
+ <td>0.688</td><td>0.688</td><td><b>0.674</b></td>
1900
+ <td>0.672</td><td>0.703</td><td>0.686</td>
1901
+ <td>0.642</td><td>0.717</td><td>0.676</td>
1902
+ </tr>
1903
+ <tr>
1904
+ <td><b>Llama3.3</b></td>
1905
+ <td>0.607</td><td>0.696</td><td>0.647</td>
1906
+ <td><b>0.694</b></td><td><b>0.694</b></td><td>0.632</td>
1907
+ <td>0.676</td><td>0.727</td><td>0.700</td>
1908
+ <td>0.681</td><td>0.724</td><td>0.701</td>
1909
+ </tr>
1910
+ <tr>
1911
+ <td><b>MedSwallow</b></td>
1912
+ <td>0.008</td><td>0.008</td><td>0.008</td>
1913
+ <td>0.620</td><td>0.620</td><td>0.641</td>
1914
+ <td>0.695</td><td>0.675</td><td>0.683</td>
1915
+ <td><b>0.740</b></td><td>0.701</td><td><b>0.719</b></td>
1916
+ </tr>
1917
+ <tr>
1918
+ <td><b>JMedLoRA</b></td>
1919
+ <td>0.579</td><td>0.569</td><td>0.573</td>
1920
+ <td>0.506</td><td>0.506</td><td>0.512</td>
1921
+ <td><b>0.705</b></td><td>0.708</td><td><b>0.705</b></td>
1922
+ <td>0.711</td><td>0.710</td><td>0.710</td>
1923
+ </tr>
1924
+ </table>
1925
+ </details>
1926
+
1927
+
1928
+ <details>
1929
+ <summary>化学療法（60件）</summary>
1930
+
1931
+ <table border="1">
1932
+ <th rowspan="2">化学療法</th>
1933
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1934
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1935
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1936
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1937
+ </tr>
1938
+ <tr>
1939
+ <th>P</th><th>R</th><th>F1</th>
1940
+ <th>P</th><th>R</th><th>F1</th>
1941
+ <th>P</th><th>R</th><th>F1</th>
1942
+ <th>P</th><th>R</th><th>F1</th>
1943
+ </tr>
1944
+ <tr>
1945
+ <td><b>GPT-4o</b></td>
1946
+ <td>0.613</td><td><b>0.701</b></td><td><b>0.654</b></td>
1947
+ <td><b>0.721</b></td><td><b>0.721</b></td><td><b>0.695</b></td>
1948
+ <td>0.690</td><td>0.727</td><td>0.708</td>
1949
+ <td>0.676</td><td><b>0.721</b></td><td>0.698</td>
1950
+ </tr>
1951
+ <tr>
1952
+ <td><b>Mistral</b></td>
1953
+ <td>0.606</td><td>0.695</td><td>0.647</td>
1954
+ <td>0.683</td><td>0.683</td><td>0.662</td>
1955
+ <td>0.658</td><td>0.682</td><td>0.669</td>
1956
+ <td>0.641</td><td>0.713</td><td>0.675</td>
1957
+ </tr>
1958
+ <tr>
1959
+ <td><b>Llama3.3</b></td>
1960
+ <td><b>0.616</b></td><td>0.697</td><td><b>0.654</b></td>
1961
+ <td>0.694</td><td>0.694</td><td>0.639</td>
1962
+ <td>0.691</td><td><b>0.733</b></td><td><b>0.711</b></td>
1963
+ <td>0.689</td><td><b>0.721</b></td><td>0.704</td>
1964
+ </tr>
1965
+ <tr>
1966
+ <td><b>MedSwallow</b></td>
1967
+ <td>0.014</td><td>0.011</td><td>0.012</td>
1968
+ <td>0.568</td><td>0.568</td><td>0.592</td>
1969
+ <td>0.665</td><td>0.632</td><td>0.648</td>
1970
+ <td>0.705</td><td>0.678</td><td>0.690</td>
1971
+ </tr>
1972
+ <tr>
1973
+ <td><b>JMedLoRA</b></td>
1974
+ <td>0.487</td><td>0.469</td><td>0.477</td>
1975
+ <td>0.396</td><td>0.396</td><td>0.405</td>
1976
+ <td><b>0.703</b></td><td>0.687</td><td>0.694</td>
1977
+ <td><b>0.727</b></td><td>0.699</td><td><b>0.712</b></td>
1978
+ </tr>
1979
+ </table>
1980
+ </details>
1981
+
1982
+ <details>
1983
+ <summary>電気メス等（39件）</summary>
1984
+
1985
+ <table border="1">
1986
+ <th rowspan="2">電気メス等</th>
1987
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
1988
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
1989
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
1990
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
1991
+ </tr>
1992
+ <tr>
1993
+ <th>P</th><th>R</th><th>F1</th>
1994
+ <th>P</th><th>R</th><th>F1</th>
1995
+ <th>P</th><th>R</th><th>F1</th>
1996
+ <th>P</th><th>R</th><th>F1</th>
1997
+ </tr>
1998
+ <tr>
1999
+ <td><b>GPT-4o</b></td>
2000
+ <td>0.552</td><td>0.635</td><td>0.590</td>
2001
+ <td><b>0.687</b></td><td><b>0.687</b></td><td><b>0.664</b></td>
2002
+ <td>0.670</td><td>0.711</td><td>0.689</td>
2003
+ <td>0.659</td><td>0.708</td><td>0.682</td>
2004
+ </tr>
2005
+ <tr>
2006
+ <td><b>Mistral</b></td>
2007
+ <td>0.528</td><td>0.613</td><td>0.567</td>
2008
+ <td>0.558</td><td>0.558</td><td>0.551</td>
2009
+ <td>0.654</td><td>0.677</td><td>0.665</td>
2010
+ <td>0.627</td><td>0.705</td><td>0.663</td>
2011
+ </tr>
2012
+ <tr>
2013
+ <td><b>Llama3.3</b></td>
2014
+ <td><b>0.603</b></td><td><b>0.689</b></td><td><b>0.643</b></td>
2015
+ <td>0.686</td><td>0.686</td><td>0.628</td>
2016
+ <td>0.664</td><td><b>0.716</b></td><td>0.688</td>
2017
+ <td>0.668</td><td><b>0.714</b></td><td>0.689</td>
2018
+ </tr>
2019
+ <tr>
2020
+ <td><b>MedSwallow</b></td>
2021
+ <td>0.034</td><td>0.032</td><td>0.033</td>
2022
+ <td>0.602</td><td>0.602</td><td>0.625</td>
2023
+ <td><b>0.702</b></td><td>0.668</td><td>0.684</td>
2024
+ <td><b>0.709</b></td><td>0.696</td><td><b>0.701</b></td>
2025
+ </tr>
2026
+ <tr>
2027
+ <td><b>JMedLoRA</b></td>
2028
+ <td>0.558</td><td>0.540</td><td>0.549</td>
2029
+ <td>0.410</td><td>0.410</td><td>0.416</td>
2030
+ <td>0.701</td><td>0.686</td><td><b>0.692</b></td>
2031
+ <td><b>0.709</b></td><td>0.692</td><td>0.699</td>
2032
+ </tr>
2033
+ </table>
2034
+ </details>
2035
+
2036
+
2037
+ <details>
2038
+ <summary>患者取り違え（53件）</summary>
2039
+
2040
+
2041
+ <table border="1">
2042
+ <th rowspan="2">患者取り違え</th>
2043
+ <th colspan="3">Zero-shot<br>(All Prediction)</th>
2044
+ <th colspan="3">Zero-shot<br>(Each Prediction)</th>
2045
+ <th colspan="3">Few-shot<br>(All Prediction)</th>
2046
+ <th colspan="3">Few-shot<br>(Each Prediction)</th>
2047
+ </tr>
2048
+ <tr>
2049
+ <th>P</th><th>R</th><th>F1</th>
2050
+ <th>P</th><th>R</th><th>F1</th>
2051
+ <th>P</th><th>R</th><th>F1</th>
2052
+ <th>P</th><th>R</th><th>F1</th>
2053
+ </tr>
2054
+ <tr>
2055
+ <td><b>GPT-4o</b></td>
2056
+ <td>0.619</td><td><b>0.721</b></td><td><b>0.666</b></td>
2057
+ <td><b>0.741</b></td><td><b>0.741</b></td><td><b>0.712</b></td>
2058
+ <td>0.703</td><td><b>0.751</b></td><td>0.725</td>
2059
+ <td>0.692</td><td><b>0.747</b></td><td>0.718</td>
2060
+ </tr>
2061
+ <tr>
2062
+ <td><b>Mistral</b></td>
2063
+ <td>0.605</td><td>0.711</td><td>0.653</td>
2064
+ <td>0.715</td><td>0.715</td><td>0.693</td>
2065
+ <td>0.646</td><td>0.676</td><td>0.660</td>
2066
+ <td>0.666</td><td>0.738</td><td>0.700</td>
2067
+ </tr>
2068
+ <tr>
2069
+ <td><b>Llama3.3</b></td>
2070
+ <td>0.611</td><td>0.710</td><td>0.656</td>
2071
+ <td>0.705</td><td>0.705</td><td>0.642</td>
2072
+ <td>0.705</td><td>0.749</td><td>0.726</td>
2073
+ <td>0.702</td><td>0.743</td><td>0.722</td>
2074
+ </tr>
2075
+ <tr>
2076
+ <td><b>MedSwallow</b></td>
2077
+ <td>0.014</td><td>0.013</td><td>0.014</td>
2078
+ <td>0.644</td><td>0.644</td><td>0.663</td>
2079
+ <td>0.679</td><td>0.646</td><td>0.661</td>
2080
+ <td><b>0.757</b></td><td>0.711</td><td><b>0.732</b></td>
2081
+ </tr>
2082
+ <tr>
2083
+ <td><b>JMedLoRA</b></td>
2084
+ <td><b>0.632</b></td><td>0.617</td><td>0.624</td>
2085
+ <td>0.542</td><td>0.542</td><td>0.550</td>
2086
+ <td><b>0.743</b></td><td>0.725</td><td><b>0.733</b></td>
2087
+ <td>0.739</td><td>0.726</td><td><b>0.732</b></td>
2088
+ </tr>
2089
+ </table>
2090
+ </details>