Research profile

Papers, evidence, and questions I’m pursuing.

This is a record of research I author and co-author: what the work asks, where it was submitted or published, and which claims are supported. Notes on papers I read live in the separate research log ↗.

Publications1conference paper

Under review1double-blind submission

Awards1best paper

Research areas9connected topics

Research map

Where I publish.

Machine Learning²BERT¹Causal Inference¹Clinical AI¹Decision Science¹Medical NLP¹Multi-label Classification¹Observational Studies¹Sports Analytics¹

Publication record

Papers.

012026

Conference paperBest Paper Award

Intelligent Multi-Label Triage for Hematological Comorbidities using BERT

Jan Banasik · Antoni Pater

A medical-domain BERT pipeline combining laboratory parameters with an adaptive interview to estimate eight independent care routes while preserving multi-label comorbidity information.

#Machine_Learning
#Medical_NLP
#BERT
#Multi-label_Classification
#Clinical_AI

022026

Under double-blind review

Decision Valuation under Context-Dependent Action Selection: Fragility Diagnostics for Observational Action Evaluation

Anonymous during review

A framework for diagnosing how observational action-value conclusions change across defensible choices of estimand, nuisance model, overlap trimming, covariates, and feature definitions.

#Causal_Inference
#Decision_Science
#Observational_Studies
#Sports_Analytics
#Machine_Learning

Research principles

I care about explicit assumptions, reproducible evaluation, honest uncertainty, and keeping the strength of a claim proportional to the evidence behind it.