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README.md

@@ -2,12 +2,12 @@
 language: 
   - es
 tags:
-- biomedical
-- clinical
-- EHR
-- spanish
-- drugs
-- medications
+  - biomedical
+  - clinical
+  - EHR
+  - spanish
+  - drugs
+  - medications
 license: apache-2.0
 metrics:
 - precision
@@ -19,30 +19,31 @@ base_model:
 model-index:
 - name: BSC-NLP4BIA/bsc-bio-ehr-es-drugtemist
   results:
-  - task:
-      type: token-classification
-    dataset:
-      name: DrugTEMIST-es
-      type: DrugTEMIST-es
-    metrics:
-      - name: precision
-        type: precision
-        value: 0.917
-      - name: recall
-        type: recall
-        value: 0.909
-      - name: f1
-        type: f1
-        value: 0.913
+    
+    - task:
+        type: token-classification
+      dataset:
+        name: DrugTEMIST-es
+        type: DrugTEMIST-es
+      metrics:
+        - name: precision
+          type: precision
+          value: 0.917
+        - name: recall
+          type: recall
+          value: 0.909
+        - name: f1
+          type: f1
+          value: 0.913
 widget:
-- text: "El diagnóstico definitivo de nuestro paciente fue de un Adenocarcinoma de pulmón cT2a cN3 cM1a Estadio IV (por una única lesión pulmonar contralateral) PD-L1 90%, EGFR negativo, ALK negativo y ROS-1 negativo."
-- text: "Durante el ingreso se realiza una TC, observándose un nódulo pulmonar en el LII y una masa renal derecha indeterminada. Se realiza punción biopsia del nódulo pulmonar, con hallazgos altamente sospechosos de carcinoma."
-- text: "Trombosis paraneoplásica con sospecha de hepatocarcinoma por imagen, sobre hígado cirrótico, en paciente con índice Child-Pugh B."
+  - text: El diagnóstico definitivo de nuestro paciente fue de un Adenocarcinoma de pulmón cT2a cN3 cM1a Estadio IV (por una única lesión pulmonar contralateral) PD-L1 90%, EGFR negativo, ALK negativo y ROS-1 negativo.
+  - text: Durante el ingreso se realiza una TC, observándose un nódulo pulmonar en el LII y una masa renal derecha indeterminada. Se realiza punción biopsia del nódulo pulmonar, con hallazgos altamente sospechosos de carcinoma.
+  - text: Trombosis paraneoplásica con sospecha de hepatocarcinoma por imagen, sobre hígado cirrótico, en paciente con índice Child-Pugh B.
 
 ---
 
 
-# DRUG-NER-ES
+# BSC-NLP4BIA/bsc-bio-ehr-es-drugtemist
 
 ## Table of contents
 <details>
@@ -51,7 +52,6 @@ widget:
 - [Model description](#model-description)
 - [How to use](#how-to-use)
 - [Limitations and bias](#limitations-and-bias)
-- [Training](#training)
 - [Evaluation](#evaluation)
 - [Additional information](#additional-information)
   - [Authors](#authors)
@@ -66,8 +66,6 @@ widget:
 ## Model description
 A fine-tuned version of the [bsc-bio-ehr-es](https://huggingface.co/PlanTL-GOB-ES/bsc-bio-ehr-es) model on the [DrugTEMIST](https://zenodo.org/records/11368861) corpus (original Spanish Gold Standard).
 
-For further information, check the [official website](https://temu.bsc.es/multicardioner/).
-
 ## How to use
 
 ⚠ We recommend pre-tokenizing the input text into words instead of providing it directly to the model, as this is how the model was trained. Otherwise, the results and performance might get affected.
@@ -77,8 +75,6 @@ A usage example can be found [here](https://github.com/nlp4bia-bsc/hugging-face-
 ## Limitations and bias
 At the time of submission, no measures have been taken to estimate the bias embedded in the model. However, we are well aware that our models may be biased since the corpora have been collected using crawling techniques on multiple web sources. We intend to conduct research in these areas in the future, and if completed, this model card will be updated. 
 
-## Training
-The model was trained using the Barcelona Supercomputing Center infrastructure.
 
 ## Evaluation 
 F1 Score on DrugTEMIST-es: 0.913.
@@ -95,40 +91,19 @@ jan.rodriguez [at] bsc.es
 [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)
 
 ### Funding
-This research was funded by the Ministerio de Ciencia e Innovación (MICINN) under project AI4ProfHealth (PID2020-119266RA-I00 MICIU/AEI/10.13039/501100011033) and BARITONE (TED2021-129974B-C22). This work is also supported by the European Union’s Horizon Europe Co-ordination \& Support Action under Grant Agreement No 101080430 (AI4HF) as well as Grant Agreement No 101057849 (DataTool4Heartproject).
+This research was funded by the Ministerio de Ciencia e Innovación (MICINN) under project AI4ProfHealth (PID2020-119266RA-I00 MICIU/AEI/10.13039/501100011033) and BARITONE (TED2021-129974B-C22). This work is also supported by the European Union’s Horizon Europe Co-ordination & Support Action under Grant Agreement No 101080430 (AI4HF) as well as Grant Agreement No 101057849 (DataTool4Heartproject).
 
 ### Citing information
 
 Please cite the following works:
 
-```
-@inproceedings{multicardioner2024overview,
-  title = {{Overview of MultiCardioNER task at BioASQ 2024 on Medical Speciality and Language Adaptation of Clinical NER Systems for Spanish, English and Italian}},
-  author = {Salvador Lima-López and Eulàlia Farré-Maduell and Jan Rodríguez-Miret and Miguel Rodríguez-Ortega and Livia Lilli and Jacopo Lenkowicz and Giovanna Ceroni and Jonathan Kossoff and Anoop Shah and Anastasios Nentidis and Anastasia Krithara and Georgios Katsimpras and Georgios Paliouras and Martin Krallinger},
-  booktitle = {CLEF Working Notes},
-  year = {2024},
-  editor = {Faggioli, Guglielmo and Ferro, Nicola and Galuščáková, Petra and García Seco de Herrera, Alba}
-}
-
-@misc{carmen_physionet, 
-  author = {Farre Maduell, Eulalia and Lima-Lopez, Salvador and Frid, Santiago Andres and Conesa, Artur and Asensio, Elisa and Lopez-Rueda, Antonio and Arino, Helena and Calvo, Elena and Bertran, Maria Jesús and Marcos, Maria Angeles and Nofre Maiz, Montserrat and Tañá Velasco, Laura and Marti, Antonia and Farreres, Ricardo and Pastor, Xavier and Borrat Frigola, Xavier and Krallinger, Martin}, 
-  title = {{CARMEN-I: A resource of anonymized electronic health records in Spanish and Catalan for training and testing NLP tools (version 1.0.1)}}, 
-  year = {2024}, 
-  publisher = {PhysioNet}, 
-  url = {https://doi.org/10.13026/x7ed-9r91} 
-}
-
-@article{physionet,
-  author = {Ary L. Goldberger  and Luis A. N. Amaral  and Leon Glass  and Jeffrey M. Hausdorff  and Plamen Ch. Ivanov  and Roger G. Mark  and Joseph E. Mietus  and George B. Moody  and Chung-Kang Peng  and H. Eugene Stanley },
-  title = {PhysioBank, PhysioToolkit, and PhysioNet  },
-  journal = {Circulation},
-  volume = {101},
-  number = {23},
-  pages = {e215-e220},
-  year = {2000},
-  doi = {10.1161/01.CIR.101.23.e215},
-  URL = {https://www.ahajournals.org/doi/abs/10.1161/01.CIR.101.23.e215}
-}
+```bibtex
+
+@inproceedings{multicardioner2024overview, title = {{Overview of MultiCardioNER task at BioASQ 2024 on Medical Speciality and Language Adaptation of Clinical NER Systems for Spanish, English and Italian}}, author = {Salvador Lima-López and Eulàlia Farré-Maduell and Jan Rodríguez-Miret and Miguel Rodríguez-Ortega and Livia Lilli and Jacopo Lenkowicz and Giovanna Ceroni and Jonathan Kossoff and Anoop Shah and Anastasios Nentidis and Anastasia Krithara and Georgios Katsimpras and Georgios Paliouras and Martin Krallinger}, booktitle = {CLEF Working Notes}, year = {2024}, editor = {Faggioli, Guglielmo and Ferro, Nicola and Galuščáková, Petra and García Seco de Herrera, Alba} }
+
+@misc{carmen_physionet, author = {Farre Maduell, Eulalia and Lima-Lopez, Salvador and Frid, Santiago Andres and Conesa, Artur and Asensio, Elisa and Lopez-Rueda, Antonio and Arino, Helena and Calvo, Elena and Bertran, Maria Jesús and Marcos, Maria Angeles and Nofre Maiz, Montserrat and Tañá Velasco, Laura and Marti, Antonia and Farreres, Ricardo and Pastor, Xavier and Borrat Frigola, Xavier and Krallinger, Martin}, title = {{CARMEN-I: A resource of anonymized electronic health records in Spanish and Catalan for training and testing NLP tools (version 1.0.1)}}, year = {2024}, publisher = {PhysioNet}, url = {https://doi.org/10.13026/x7ed-9r91} }",
+
+@article{physionet, author = {Ary L. Goldberger  and Luis A. N. Amaral  and Leon Glass  and Jeffrey M. Hausdorff  and Plamen Ch. Ivanov  and Roger G. Mark  and Joseph E. Mietus  and George B. Moody  and Chung-Kang Peng  and H. Eugene Stanley }, title = {PhysioBank, PhysioToolkit, and PhysioNet  }, journal = {Circulation}, volume = {101}, number = {23}, pages = {e215-e220}, year = {2000}, doi = {10.1161/01.CIR.101.23.e215}, URL = {https://www.ahajournals.org/doi/abs/10.1161/01.CIR.101.23.e215} }"
 ```
 
 ### Disclaimer
@@ -140,4 +115,4 @@ When third parties deploy or provide systems and/or services to other parties us
 ---
 Los modelos publicados en este repositorio tienen una finalidad generalista y están a disposición de terceros. Estos modelos pueden tener sesgos y/u otro tipo de distorsiones indeseables.
 
-Cuando terceros desplieguen o proporcionen sistemas y/o servicios a otras partes usando alguno de estos modelos (o utilizando sistemas basados en estos modelos) o se conviertan en usuarios de los modelos, deben tener en cuenta que es su responsabilidad mitigar los riesgos derivados de su uso y, en todo caso, cumplir con la normativa aplicable, incluyendo la normativa en materia de uso de inteligencia artificial.
+Cuando terceros desplieguen o proporcionen sistemas y/o servicios a otras partes usando alguno de estos modelos (o utilizando sistemas basados en estos modelos) o se conviertan en usuarios de los modelos, deben tener en cuenta que es su responsabilidad mitigar los riesgos derivados de su uso y, en todo caso, cumplir con la normativa aplicable, incluyendo la normativa en materia de uso de inteligencia artificial.