Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/MultiResCNN

MultiResCNN

Reported on 48 benchmarks across 2 tasks · 2 papers · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical24 results

Medical Code PredictiononMIMIC-III
Macro-AUC· 2019-11-25
91
best: 96.2 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Medical Code PredictiononMIMIC-III
Micro-F1· 2019-11-25
55.2
best: 61.2 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Medical Code PredictiononMIMIC-III
Precision@15· 2019-11-25
58.4
best: 62.4 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Medical Code PredictiononMIMIC-III
Precision@8· 2019-11-25
73.4
best: 77.7 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Medical Code PredictiononMIMIC-IV ICD-9
AUC Macro· 2023-04-21
95.1
best: 97.2 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
AUC Micro· 2023-04-21
99.2
best: 99.4 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Exact Match Ratio· 2023-04-21
0.8
best: 1 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
F1 Macro· 2023-04-21
27.7
best: 29.8 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
F1 Micro· 2023-04-21
60.4
best: 62.6 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Precision@15· 2023-04-21
51.8
best: 53.5 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
Precision@8· 2023-04-21
67.6
best: 70 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
R-Prec· 2023-04-21
60.4
best: 62.7 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-9
mAP· 2023-04-21
64.7
best: 68 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
AUC Macro· 2023-04-21
94.5
best: 96.6 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
AUC Micro· 2023-04-21
99
best: 99.2 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Exact Match Ratio· 2023-04-21
0.4
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
F1 Macro· 2023-04-21
21.1
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
F1 Micro· 2023-04-21
56.9
best: 58.5 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Precision@15· 2023-04-21
53.5
best: 55 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
Precision@8· 2023-04-21
67.8
best: 69.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
R-Prec· 2023-04-21
56.1
best: 57.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-IV ICD-10
mAP· 2023-04-21
59.3
best: 61.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Medical Code PredictiononMIMIC-III
Macro-F1· 2019-11-25
8.5
best: 24.7 (PLM-CA)
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Medical Code PredictiononMIMIC-III
Micro-AUC· 2019-11-25
98.6
best: 99.3 (GKI-ICD)
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862

Methodology24 results

Multi-Label ClassificationonMIMIC-III
Macro-AUC· 2019-11-25
91
best: 96.2 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Multi-Label ClassificationonMIMIC-III
Micro-F1· 2019-11-25
55.2
best: 61.2 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Multi-Label ClassificationonMIMIC-III
Precision@15· 2019-11-25
58.4
best: 62.4 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Multi-Label ClassificationonMIMIC-III
Precision@8· 2019-11-25
73.4
best: 77.7 (GKI-ICD)
SOTA
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Multi-Label ClassificationonMIMIC-IV ICD-9
AUC Macro· 2023-04-21
95.1
best: 97.2 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
AUC Micro· 2023-04-21
99.2
best: 99.4 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Exact Match Ratio· 2023-04-21
0.8
best: 1 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
F1 Macro· 2023-04-21
27.7
best: 29.8 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
F1 Micro· 2023-04-21
60.4
best: 62.6 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Precision@15· 2023-04-21
51.8
best: 53.5 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
Precision@8· 2023-04-21
67.6
best: 70 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
R-Prec· 2023-04-21
60.4
best: 62.7 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-9
mAP· 2023-04-21
64.7
best: 68 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
AUC Macro· 2023-04-21
94.5
best: 96.6 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
AUC Micro· 2023-04-21
99
best: 99.2 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Exact Match Ratio· 2023-04-21
0.4
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
F1 Macro· 2023-04-21
21.1
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
F1 Micro· 2023-04-21
56.9
best: 58.5 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Precision@15· 2023-04-21
53.5
best: 55 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
Precision@8· 2023-04-21
67.8
best: 69.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
R-Prec· 2023-04-21
56.1
best: 57.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-IV ICD-10
mAP· 2023-04-21
59.3
best: 61.9 (PLM-ICD)
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study arXiv:2304.10909
Multi-Label ClassificationonMIMIC-III
Macro-F1· 2019-11-25
8.5
best: 24.7 (PLM-CA)
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862
Multi-Label ClassificationonMIMIC-III
Micro-AUC· 2019-11-25
98.6
best: 99.3 (GKI-ICD)
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network arXiv:1912.00862