|
{ |
|
"lang":"en", |
|
"name":"pipeline", |
|
"version":"0.0.0", |
|
"description":"", |
|
"author":"", |
|
"email":"", |
|
"url":"", |
|
"license":"", |
|
"spacy_version":">=3.1.4,<3.2.0", |
|
"spacy_git_version":"006df1ae1", |
|
"vectors":{ |
|
"width":0, |
|
"vectors":0, |
|
"keys":0, |
|
"name":null |
|
}, |
|
"labels":{ |
|
"transformer":[ |
|
|
|
], |
|
"textcat":[ |
|
"Acute Bleed/Mesenteric Ischemia", |
|
"Adrenal Mass Abdomen/Pelvis", |
|
"Aortic Aneurysm Post EVT", |
|
"Aortic Aneurysm Pre EVT", |
|
"Aortic Dissection", |
|
"Cystogram", |
|
"Dual Phase Abdomen/Pelvis", |
|
"Enterography IBD", |
|
"NON Contrast Abdomen/Pelvis", |
|
"Oral & IV Abdomen Pelvis", |
|
"Oral Contrast Abdomen/Pelvis", |
|
"Pancreas Mass Abdomen/Pelvis", |
|
"Pelvis Only", |
|
"Rectal Contrast Abdomen/Pelvis", |
|
"Renal Donor", |
|
"Renal Mass Abdomen/Pelvis", |
|
"Renal Stone Abdomen/Pelvis", |
|
"Routine Abdomen/Pelvis", |
|
"Trauma Abdomen/Pelvis", |
|
"Urogram Post Treatment/Follow Up", |
|
"Urogram Pre Treatment Initial", |
|
"Venogram" |
|
] |
|
}, |
|
"pipeline":[ |
|
"transformer", |
|
"textcat" |
|
], |
|
"components":[ |
|
"transformer", |
|
"textcat" |
|
], |
|
"disabled":[ |
|
|
|
], |
|
"performance":{ |
|
"cats_score":0.7667419903, |
|
"cats_score_desc":"macro F", |
|
"cats_micro_p":0.8589429471, |
|
"cats_micro_r":0.8519354279, |
|
"cats_micro_f":0.8554248366, |
|
"cats_macro_p":0.7435368162, |
|
"cats_macro_r":0.8068930654, |
|
"cats_macro_f":0.7667419903, |
|
"cats_macro_auc":0.975717691, |
|
"cats_f_per_type":{ |
|
"Acute Bleed/Mesenteric Ischemia":{ |
|
"p":0.5662650602, |
|
"r":0.7790055249, |
|
"f":0.6558139535 |
|
}, |
|
"Adrenal Mass Abdomen/Pelvis":{ |
|
"p":1.0, |
|
"r":0.8823529412, |
|
"f":0.9375 |
|
}, |
|
"Aortic Aneurysm Post EVT":{ |
|
"p":0.7741935484, |
|
"r":0.7058823529, |
|
"f":0.7384615385 |
|
}, |
|
"Aortic Aneurysm Pre EVT":{ |
|
"p":0.7692307692, |
|
"r":0.8064516129, |
|
"f":0.7874015748 |
|
}, |
|
"Aortic Dissection":{ |
|
"p":0.7586206897, |
|
"r":0.7213114754, |
|
"f":0.7394957983 |
|
}, |
|
"Cystogram":{ |
|
"p":0.9090909091, |
|
"r":0.8333333333, |
|
"f":0.8695652174 |
|
}, |
|
"Dual Phase Abdomen/Pelvis":{ |
|
"p":0.5633802817, |
|
"r":0.6982543641, |
|
"f":0.6236080178 |
|
}, |
|
"Enterography IBD":{ |
|
"p":0.8, |
|
"r":0.8421052632, |
|
"f":0.8205128205 |
|
}, |
|
"NON Contrast Abdomen/Pelvis":{ |
|
"p":0.9460431655, |
|
"r":0.8375796178, |
|
"f":0.8885135135 |
|
}, |
|
"Oral & IV Abdomen Pelvis":{ |
|
"p":0.5531914894, |
|
"r":0.6842105263, |
|
"f":0.6117647059 |
|
}, |
|
"Oral Contrast Abdomen/Pelvis":{ |
|
"p":0.7, |
|
"r":0.5833333333, |
|
"f":0.6363636364 |
|
}, |
|
"Pancreas Mass Abdomen/Pelvis":{ |
|
"p":0.3820224719, |
|
"r":0.5573770492, |
|
"f":0.4533333333 |
|
}, |
|
"Pelvis Only":{ |
|
"p":0.5882352941, |
|
"r":0.9677419355, |
|
"f":0.7317073171 |
|
}, |
|
"Rectal Contrast Abdomen/Pelvis":{ |
|
"p":0.6666666667, |
|
"r":0.6896551724, |
|
"f":0.6779661017 |
|
}, |
|
"Renal Donor":{ |
|
"p":1.0, |
|
"r":1.0, |
|
"f":1.0 |
|
}, |
|
"Renal Mass Abdomen/Pelvis":{ |
|
"p":0.8446601942, |
|
"r":0.935483871, |
|
"f":0.887755102 |
|
}, |
|
"Renal Stone Abdomen/Pelvis":{ |
|
"p":0.6214953271, |
|
"r":0.9637681159, |
|
"f":0.7556818182 |
|
}, |
|
"Routine Abdomen/Pelvis":{ |
|
"p":0.9692068429, |
|
"r":0.8822197055, |
|
"f":0.9236697792 |
|
}, |
|
"Trauma Abdomen/Pelvis":{ |
|
"p":0.6666666667, |
|
"r":0.8913043478, |
|
"f":0.7627906977 |
|
}, |
|
"Urogram Post Treatment/Follow Up":{ |
|
"p":0.6666666667, |
|
"r":0.8333333333, |
|
"f":0.7407407407 |
|
}, |
|
"Urogram Pre Treatment Initial":{ |
|
"p":0.96, |
|
"r":0.8674698795, |
|
"f":0.9113924051 |
|
}, |
|
"Venogram":{ |
|
"p":0.652173913, |
|
"r":0.7894736842, |
|
"f":0.7142857143 |
|
} |
|
}, |
|
"cats_macro_auc_per_type":0.0, |
|
"transformer_loss":0.1979868331, |
|
"textcat_loss":5.0429760002 |
|
}, |
|
"requirements":[ |
|
"spacy-transformers>=1.0.6,<1.1.0" |
|
] |
|
} |