Entity extraction from medical content using API calls
Budget: $15 – $25 USD
CLASSIC NLP ENTITY EXTRACTION & LABELLING USE CASE FOR HEALTHCARE NICHE
We want to extract and label entities within text. Data is provided in an excel column, containing html of input text (100-5000 words per unit). Total units of text - 1k to start with.
Use of Textrazor.com for extraction.
We expect output to be - Html text now modified with
1)Spell checked with automated replacements for suggestions with high confidence (have a couple of tools in mind but need suggestions, keeping in mind the medical nature of queries). Use of medical public dictionaries, if applicable. Options - https://prowritingaid.com/en/App/API https://www.perfecttense.com/api https://languagetool.org/proofreading-api
But we have to see if they are cost effective. Prowritingaid seems to be fine, if it works. Suggestions would be appreciated.
2)Grammar correction - ex using https://cloud.prowritingaid.com/analysis/swagger/ui/index
The above goal is structured and defined. But going ahead we need someone who has problem solving and coding chops to execute problems such as the following -
We have a library of keywords, medical terms, search terms which we want to label to this text. For example - “medications during pregnancy”. The text provided won’t contain this term specifically but would mention pregnancy and drugs so it needs to be labelled as such - preferably when text is found such as Adderall in pregnancy; it should be hyperlinked as medications in pregnancy. This could be done using entity extraction of Adderall as a drug (via Textrazor).
You may find an example task with detailed scope of the project below.
https://docs.google.com/document/d/1qQ0fgjUApPnH1OPsZBrO9Njn12PnAOjGFoHFhzuGXZ4/edit
Please give examples of any similar entity extraction work done by you in past.
Mention " I read about your entity extraction project" to stand out from spam bids.
We want to extract and label entities within text. Data is provided in an excel column, containing html of input text (100-5000 words per unit). Total units of text - 1k to start with.
Use of Textrazor.com for extraction.
We expect output to be - Html text now modified with
1)Spell checked with automated replacements for suggestions with high confidence (have a couple of tools in mind but need suggestions, keeping in mind the medical nature of queries). Use of medical public dictionaries, if applicable. Options - https://prowritingaid.com/en/App/API https://www.perfecttense.com/api https://languagetool.org/proofreading-api
But we have to see if they are cost effective. Prowritingaid seems to be fine, if it works. Suggestions would be appreciated.
2)Grammar correction - ex using https://cloud.prowritingaid.com/analysis/swagger/ui/index
The above goal is structured and defined. But going ahead we need someone who has problem solving and coding chops to execute problems such as the following -
We have a library of keywords, medical terms, search terms which we want to label to this text. For example - “medications during pregnancy”. The text provided won’t contain this term specifically but would mention pregnancy and drugs so it needs to be labelled as such - preferably when text is found such as Adderall in pregnancy; it should be hyperlinked as medications in pregnancy. This could be done using entity extraction of Adderall as a drug (via Textrazor).
You may find an example task with detailed scope of the project below.
https://docs.google.com/document/d/1qQ0fgjUApPnH1OPsZBrO9Njn12PnAOjGFoHFhzuGXZ4/edit
Please give examples of any similar entity extraction work done by you in past.
Mention " I read about your entity extraction project" to stand out from spam bids.