1.0Fresh Gravityhttps://www.freshgravity.comFresh Gravityhttps://www.freshgravity.com/insights-blogs/author/aruntransfunnel-com/rich600338<blockquote class="wp-embedded-content" data-secret="MK7UDiqk08"><a href="https://www.freshgravity.com/case-studies/leading-pharmaceutical-company/">Leading Pharmaceutical Company</a></blockquote><iframe sandbox="allow-scripts" security="restricted" src="https://www.freshgravity.com/case-studies/leading-pharmaceutical-company/embed/#?secret=MK7UDiqk08" width="600" height="338" title="“Leading Pharmaceutical Company” — Fresh Gravity" data-secret="MK7UDiqk08" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" class="wp-embedded-content"></iframe><script type="text/javascript"> /* <![CDATA[ */ /*! This file is auto-generated */ !function(d,l){"use strict";l.querySelector&&d.addEventListener&&"undefined"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!/[^a-zA-Z0-9]/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret="'+t.secret+'"]'),o=l.querySelectorAll('blockquote[data-secret="'+t.secret+'"]'),c=new RegExp("^https?:$","i"),i=0;i<o.length;i++)o[i].style.display="none";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute("style"),"height"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):"link"===t.message&&(r=new URL(s.getAttribute("src")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener("message",d.wp.receiveEmbedMessage,!1),l.addEventListener("DOMContentLoaded",function(){for(var e,t,s=l.querySelectorAll("iframe.wp-embedded-content"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute("data-secret"))||(t=Math.random().toString(36).substring(2,12),e.src+="#?secret="+t,e.setAttribute("data-secret",t)),e.contentWindow.postMessage({message:"ready",secret:t},"*")},!1)))}(window,document); /* ]]> */ </script> https://www.freshgravity.com/wp-content/uploads/2024/09/Leading-Pharmaceutical-Company-BERT.jpg539407Fresh Gravity implemented a solution leveraging two NLP algorithms: TD-IDF and BERT. This helped in accurately identifying more than 95% of pregnancy cases in the production environment. Problem The client needed an automated approach to validate pregnancy cases to improve the accuracy of their reporting to regulatory authorities. They used three different fields to manually […]