File size: 1,658 Bytes
c097d43
 
 
aa0e64c
c097d43
 
 
aa0e64c
c097d43
aa0e64c
 
c097d43
aa0e64c
 
 
 
c097d43
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
aa0e64c
 
 
c097d43
 
aa0e64c
 
 
c097d43
aa0e64c
 
 
 
c097d43
 
aa0e64c
 
 
c097d43
 
aa0e64c
 
 
c097d43
 
aa0e64c
 
 
c097d43
aa0e64c
 
 
 
c097d43
 
aa0e64c
 
 
c097d43
 
aa0e64c
 
c097d43
 
aa0e64c
c097d43
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
{
  "lang":"en",
  "name":"core_med7_trf",
  "version":"3.4.2.1",
  "description":"",
  "author":"Andrey Kormilitzin",
  "email":"kormilitzin@gmail.com",
  "url":"https://www.kormilitzin.com/",
  "license":"MIT",
  "spacy_version":">=3.4.2,<3.5.0",
  "spacy_git_version":"Unknown",
  "vectors":{
    "width":300,
    "vectors":514157,
    "keys":514157,
    "name":"en_vectors"
  },
  "labels":{
    "transformer":[

    ],
    "ner":[
      "DOSAGE",
      "DRUG",
      "DURATION",
      "FORM",
      "FREQUENCY",
      "ROUTE",
      "STRENGTH"
    ]
  },
  "pipeline":[
    "transformer",
    "ner"
  ],
  "components":[
    "transformer",
    "ner"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.9032835821,
    "ents_p":0.8822157434,
    "ents_r":0.925382263,
    "ents_per_type":{
      "DRUG":{
        "p":0.8804185351,
        "r":0.9349206349,
        "f":0.9068514242
      },
      "ROUTE":{
        "p":0.9444444444,
        "r":0.9739583333,
        "f":0.958974359
      },
      "STRENGTH":{
        "p":0.9190283401,
        "r":0.9380165289,
        "f":0.9284253579
      },
      "FREQUENCY":{
        "p":0.7512437811,
        "r":0.7947368421,
        "f":0.7723785166
      },
      "FORM":{
        "p":0.9449541284,
        "r":0.9493087558,
        "f":0.9471264368
      },
      "DOSAGE":{
        "p":0.872611465,
        "r":0.958041958,
        "f":0.9133333333
      },
      "DURATION":{
        "p":0.64,
        "r":0.7619047619,
        "f":0.6956521739
      }
    },
    "transformer_loss":25026.2706476041,
    "ner_loss":1145.767683525
  },
  "requirements":[
    "spacy-transformers>=1.1.6,<1.2.0"
  ]
}