569 real patients. 30 tumor measurements. Two outcomes.
I wanted to know what cancer actually looks like in data.
The answer is brutal.
Concavity rises 249% in malignant tumors. Concave Points by 242%. The tumor doesn't hide. The data screams. Most people just aren't looking...
569 real patients. 30 tumor measurements. Two outcomes.
I wanted to know what cancer actually looks like in data.
The answer is brutal.
Concavity rises 249% in malignant tumors. Concave Points by 242%. The tumor doesn't hide. The data screams. Most people just aren't looking...
From reactive billing to predictive revenue intelligence in US Healthcare Revenue Cycle Management.
Built an end-to-end denial prediction model using XGBoost, integrated with Excel, and deployed in Power BI to surface high-risk claims before submission.
Predicts the likelihood...
569 real patients. 30 tumor measurements. Two outcomes.
I wanted to know what cancer actually looks like in data.
The answer is brutal.
Concavity rises 249% in malignant tumors. Concave Points by 242%. The tumor doesn't hide. The data screams. Most people just aren't looking...