COVID-19 EHR Benchmark

AdaCare	0.9786389887	0.9852562965	0.9319758593000002	0.7839320879999999				tjh	outcome
Agent	0.9721968413000001	0.9799944759000001	0.925965482	0.8580217808				tjh	outcome
GRASP	0.9604075729999998	0.9730290831000001	0.9106189788	0.816264462				tjh	outcome
GRU	0.9632854342	0.9758728086999999	0.9161114095	0.7833154328				tjh	outcome
LSTM	0.9482497512	0.9708195149000002	0.9256067455	0.8479544673999999				tjh	outcome
MLP	0.9377832413	0.9595300734000001	0.9015199959	0.7287316240999999				tjh	outcome
RETAIN	0.9648850143000001	0.9784066616999999	0.9353710175	0.8258505476				tjh	outcome
RNN	0.9602822065000002	0.9740915059999999	0.908731669	0.7832609898999999				tjh	outcome
StageNet	0.9571052372000001	0.972702694	0.910291803	0.7744344511000001				tjh	outcome
TCN	0.9312690197	0.9639046668999999	0.9074758471000001	0.7466459729				tjh	outcome
Transformer	0.9346502961	0.9686100483999999	0.9052904246000001	0.7921391591				tjh	outcome
AdaCare					4.553408265	39.668838500999996		tjh	los
Agent					4.6568430661999995	41.70815334500001		tjh	los
GRASP					4.5522058248	40.570186424		tjh	los
GRU					4.32538445	35.097379302		tjh	los
LSTM					4.4878946783	37.378696442		tjh	los
MLP					5.0768351555999995	47.209260559		tjh	los
RETAIN					4.6443580628	41.222969055		tjh	los
RNN					4.5665243625	39.821641922		tjh	los
StageNet					4.5978057385	41.698987198000005		tjh	los
TCN					4.693488049400001	43.291580201		tjh	los
Transformer					5.036200141899999	43.877203179000006		tjh	los
AdaCare	0.9655035614999999	0.977929628	0.9155474007000001	0.758612427	4.4083698986	38.855409432	5.240753746099999	tjh	multitask
Agent	0.9709890366	0.9793400643	0.9285401940999998	0.8573731227	4.4072120667	37.546808052	4.747069358799999	tjh	multitask
GRASP	0.9617054223	0.9743631480999999	0.9078495263	0.7695617535	4.4422149659	37.78565635699999	5.308313727300001	tjh	multitask
GRU	0.9674443662	0.9780099450999999	0.9159662127999999	0.7925675718	4.799152565	41.783566093000005	5.3775866509000005	tjh	multitask
LSTM	0.9510754108	0.9685466883999998	0.9099886833999999	0.7832984921	4.4626619815	39.243073083	5.5337913514	tjh	multitask
MLP	0.9240647018999999	0.9422995449000002	0.8709912359999998	0.7223399509	4.899227667	44.352591135000004	7.263900565999999	tjh	multitask
RETAIN	0.9647607862	0.9737671732	0.9253906607000001	0.8049663378	4.6208897115	40.055053329	5.0313022613	tjh	multitask
RNN	0.9674973307999999	0.9760080815000001	0.9140720248	0.7945278973	4.684901523599999	40.211732293	5.4647907973	tjh	multitask
StageNet	0.9679147838999999	0.9784632564999999	0.8640158833999999	0.5058085371000001	4.4931185723	39.545071410000006	7.101962375699999	tjh	multitask
TCN	0.9529108821	0.9718586565	0.9142587065000001	0.7765361679	4.7862374306	41.561799622	5.5204885481999995	tjh	multitask
Transformer	0.9194976867	0.9587057769999999	0.8853287696999999	0.7219284844	5.060578680000001	46.023742102	6.6146848202	tjh	multitask
AdaCare	0.5532047898	0.8658639073	0.8980615137999999	0.1745786948				cdsl	outcome
Agent	0.5417162537	0.867636776	0.8981210053000002	0.1753478376				cdsl	outcome
GRASP	0.5394920707	0.8444214881000001	0.8980764747000001	0.1526838135				cdsl	outcome
GRU	0.5678366663	0.8792954624	0.8988534211999998	0.21661850759999995				cdsl	outcome
LSTM	0.5552720872	0.8701652289	0.9008397878000001	0.1962632144				cdsl	outcome
MLP	0.4859671712	0.8414625942999999	0.8940420030999998	-0.007611293899999999				cdsl	outcome
RETAIN	0.5453552634000001	0.8501514136999999	0.9008494854	0.0731798751				cdsl	outcome
RNN	0.5756921053000001	0.878111577	0.9010356427000001	0.19662550399999998				cdsl	outcome
StageNet	0.5657411368	0.8708547294000001	0.8990036428	0.2393194093				cdsl	outcome
TCN	0.5709281206999999	0.8740062356000001	0.9001217246	0.1347817701				cdsl	outcome
Transformer	0.3833585649	0.8132175387	0.8716204464999999	-0.039611490900000004				cdsl	outcome
AdaCare					3.7950925589	29.065027999999995		cdsl	los
Agent					3.8012159824	29.644560813		cdsl	los
GRASP					3.8397060869999997	29.952086068000007		cdsl	los
GRU					3.7502251625	28.898976518000005		cdsl	los
LSTM					3.8128245353	29.285501862		cdsl	los
MLP					4.047199082499999	32.078908921		cdsl	los
RETAIN					3.8316593409	30.556966018000004		cdsl	los
RNN					3.8958309889	30.664709854		cdsl	los
StageNet					3.7221213103000004	28.814656449		cdsl	los
TCN					3.7453344344999997	29.482636831999997		cdsl	los
Transformer					3.9753091096999995	32.351934813		cdsl	los
AdaCare	0.5506200315	0.8660150647	0.8988276661000001	0.005457610899999999	3.8119909526	32.05291443	4.4345427211	cdsl	multitask
Agent	0.5546144337000001	0.8760000766999999	0.8972189128	0.173480153	3.8229723690999995	29.448865891000004	4.4925170008999995	cdsl	multitask
GRASP	0.5055707843	0.8272299708	0.8988066436000001	0.0875702776	3.8934049607	30.013298987000002	4.4861089531	cdsl	multitask
GRU	0.5455978363	0.8703870892000001	0.8966007293	0.1837967486	3.9808692932	32.140679739	4.5484021736999996	cdsl	multitask
LSTM	0.5473756490999999	0.8581020532	0.9003432511	0.1428560904	3.8456590653	30.127433206	4.3998187202	cdsl	multitask
MLP	0.4840334505	0.8409308671	0.8930129408999999	0.004592363399999999	4.0789613722	31.544749261000003	4.8562093914	cdsl	multitask
RETAIN	0.5524443954	0.8618606924	0.9002398672	0.10051379630000001	3.8365308523	29.920767211999998	4.4100517771	cdsl	multitask
RNN	0.5477275697999999	0.8712944149	0.8997802614999999	0.11559448129999998	3.8747841595	29.52487774	4.434345123200001	cdsl	multitask
StageNet	0.5630470812	0.8692472576	0.9016616880999999	0.18653400950000004	3.7789074899999995	29.933821297999998	4.280600766000001	cdsl	multitask
TCN	0.593805626	0.8835858404	0.9059001564999999	0.1493754415	3.7952782393	29.452152062	4.215153516499999	cdsl	multitask
Transformer	0.34852706499999997	0.8102628170000001	0.8774398269000001	-0.24000728409999997	4.0034072876	32.022444535999995	5.128226753600001	cdsl	multitask
RNN-ta	0.9596829534	0.9738167522	0.9117385149	0.7978816605000001				tjh	outcome
GRU-ta	0.9649964809	0.9769934952	0.9235021232999999	0.8092577645000001				tjh	outcome
TCN-ta	0.9330506562	0.9673985421	0.9119762003000002	0.7646819417999999				tjh	outcome
StageNet-ta	0.9578785777000001	0.9732458768999999	0.9151506900999999	0.7887656689				tjh	outcome
RNN-ta	0.5821096956	0.8801120341	0.9024570942000001	0.201494078				cdsl	outcome
GRU-ta	0.5775350959000001	0.8798203110999999	0.9014825165	0.23539762250000001				cdsl	outcome
TCN-ta	0.5771059662	0.8758854032999999	0.9005005417999999	0.21594856410000002				cdsl	outcome
StageNet-ta	0.5819321035	0.8817536950999999	0.902946949	0.245451841				cdsl	outcome
RETAIN-ta	0.9599486349999999	0.9781719744999998	0.9333798826	0.8284665882999999				tjh	outcome
RETAIN-ta	0.5429916231999999	0.8542809666	0.9011915566	0.0900160811				cdsl	outcome
Agent-ta	0.9715768636	0.9799952806000001	0.9263169349	0.8601225106999999				tjh	outcome
Agent-ta	0.5305916845	0.8706408381000001	0.8960195780000001	0.1934600334				cdsl	outcome
AdaCare-ta	0.9810777723000002	0.9864030719000001	0.9450821578999999	0.8451141060999999				tjh	outcome
AdaCare-ta	0.5561999498999999	0.8699503244000001	0.8976028321999999	0.2008885068				cdsl	outcome
MLP-ta	0.9320582032000001	0.9564748943	0.9014810265000002	0.7394078828999999				tjh	outcome
MLP-ta	0.4866653233	0.8423970044000001	0.8938630581	0.005521264200000001				cdsl	outcome
Transformer-ta	0.9386060237	0.9701086283	0.9115795016	0.8072601256999998				tjh	outcome
Transformer-ta	0.40183152260000005	0.8236221254	0.8710098028	-0.0077689182				cdsl	outcome
LSTM-ta	0.9540229499999999	0.9709605814000002	0.9257753849	0.8377709624999999				tjh	outcome
LSTM-ta	0.5688821195000001	0.8775795460000001	0.9001522959000001	0.20924837309999997				cdsl	outcome
GRASP-ta	0.9615641236	0.9739803254	0.9175275505	0.8281687476				tjh	outcome
GRASP-ta	0.5349556714	0.8491031884	0.8979778050999998	0.1560754578				cdsl	outcome
MCGRU-ta	0.5867553472	0.8796226322999999	0.9025227486999998	0.20896978170000002				cdsl	outcome
MCGRU-ta	0.9704268755	0.9794375299	0.9260942341000001	0.8231037149				tjh	outcome
MCGRU	0.9700568557	0.9789270698999999	0.9224362076	0.8096521510000001				tjh	outcome
MCGRU	0.5858788221	0.8775994954999999	0.9034934639	0.1758382993				cdsl	outcome
MCGRU					4.6938171149	40.263544656		tjh	los
MCGRU					3.8079104186	30.161354064		cdsl	los
MCGRU	0.9684126018000001	0.9782458841999999	0.9234324634	0.8073998693	4.6676920177	40.417599679	5.273617124500001	tjh	multitask
MCGRU	0.5824461431000001	0.8796639145	0.9009697497	0.1799959026	3.8481662510999994	29.154552651	4.4600234147	cdsl	multitask
RF	0.9555743814	0.9657701968	0.9025015414	0.7263389908000001	4.8271178722000005	40.944742584	6.1447158038	tjh	twostage
DT	0.8048079788000001	0.8740912795	0.870567423	0.6785627756	5.072771072299999	50.164400482	7.0187152889	tjh	twostage
GBDT	0.9512656865999999	0.9641164362	0.9047833442	0.7644876342000001	4.788533592399999	42.026769067	5.915560693900001	tjh	twostage
XGBoost	0.9570254922	0.9684201657999999	0.9091698646000002	0.7640542913000001	4.7752770901	41.762908554	5.766438055	tjh	twostage
CatBoost	0.9599039913	0.9713894782999999	0.9110587537000001	0.7490686317	4.7128426551	39.715387154	5.700566032199999	tjh	twostage
MLP	0.9377832413	0.9595300615000001	0.9015199959	0.7287316240999999	5.076835298699999	47.209260367	6.342037916300001	tjh	twostage
GRU	0.9632854342	0.9758728086999999	0.9161114095	0.7833154328	4.3253844977	35.097379492	5.1630623579999995	tjh	twostage
RNN	0.9602822065000002	0.9740915059999999	0.908731669	0.7832609898999999	4.5665244578	39.82164211199999	5.543430137700001	tjh	twostage
LSTM	0.9482497512	0.9708195149000002	0.9256067455	0.8479544673999999	4.4878946305	37.378697014000004	4.884629535699999	tjh	twostage
TCN	0.9312426685	0.9638918639	0.9074758471000001	0.7466459729	4.6935214998	43.292757607	5.768236923300001	tjh	twostage
Transformer	0.9346502961	0.9686100483999999	0.9052904246000001	0.7921391591	5.036199999100001	43.877201461999995	5.9647363663	tjh	twostage
AdaCare	0.9785897611	0.9852206946	0.9319758593000002	0.7839320879999999	4.553396654099999	39.669198608	5.0809082984	tjh	twostage
Agent	0.9730553865000001	0.9805219232000001	0.9283065497999999	0.8592743929	4.606300521	40.846111105	4.9269716024	tjh	twostage
GRASP	0.9598561883000001	0.9726926745	0.9100899755	0.8078160966000001	4.569875526399999	40.65379600600001	5.5129616022	tjh	twostage
RETAIN	0.9648850143000001	0.9784066616999999	0.9353710175	0.8258505476	4.6443578720000005	41.222969816	4.7736297845	tjh	twostage
StageNet	0.9571052372000001	0.972702694	0.910291803	0.7744344511000001	4.5978072644	41.69894905100001	5.5923059225	tjh	twostage
MCGRU	0.9700568557	0.9789270698999999	0.9224362076	0.8096521510000001	4.6938171149	40.263544656	5.2899138927	tjh	twostage
RF	0.4948263287	0.8434864104	0.8925584256000001	-0.10543790009999998	4.0457752944	31.297169302999997	4.8989038661	cdsl	twostage
DT	0.3826520741	0.7966862797	0.8880331217	-0.082256734	4.1124117136	32.228445054000005	4.9938524070999994	cdsl	twostage
GBDT	0.5032403768	0.8514598012000001	0.8931539893	0.0225089812	4.0130859373	30.743353842999994	4.819166975	cdsl	twostage
XGBoost	0.4969544678	0.8458968162	0.8939622283	-0.031212604100000003	4.024023365900001	31.098378562	4.8102089371	cdsl	twostage
CatBoost	0.508629349	0.8508757293	0.8952650368	-0.0394133158	4.0082854033999995	30.616400526999996	4.7910359535	cdsl	twostage
MLP	0.48596697749999995	0.8414624869	0.8940420030999998	-0.007611293899999999	4.047199082499999	32.078908919999996	4.799329118799999	cdsl	twostage
GRU	0.5678381054	0.8792964338000001	0.8988534211999998	0.21661850759999995	3.7502244473	28.898952484999995	4.3442715849999995	cdsl	twostage
RNN	0.5756888091000001	0.8781121492	0.9010595681	0.1968774308	3.8958442925999996	30.664727594000006	4.3685072425	cdsl	twostage
LSTM	0.5552726179	0.8701654732999999	0.9008397878000001	0.1962632144	3.8128327847000003	29.285522462	4.336702299200001	cdsl	twostage
TCN	0.5709285318999999	0.8740065814000001	0.9001298010000001	0.1347905959	3.7453385591	29.482575034	4.3125137475	cdsl	twostage
Transformer	0.3833560436	0.8132175208000001	0.8716204464999999	-0.039611490900000004	3.9753091812	32.351934051	5.1929822000999994	cdsl	twostage
AdaCare	0.5532097131	0.865864247	0.8980536401	0.17449138299999997	3.7950990678000003	29.065064240000005	4.4165063754	cdsl	twostage
Agent	0.5324166833	0.864805305	0.8965636550999999	0.1798250955	3.7981463910000004	29.700071143000002	4.4560058891	cdsl	twostage
GRASP	0.5396965385	0.844401002	0.8981881083000001	0.15395607900000002	3.8398999930000004	29.946670150999996	4.425222047	cdsl	twostage
RETAIN	0.5453545181999999	0.8501503885	0.9008575558999998	0.0732681335	3.831662058799999	30.557006837	4.4092356721999995	cdsl	twostage
StageNet	0.5657408862000001	0.8708548127999999	0.8990036428	0.2393194093	3.7221209288	28.814667511	4.3303187352000005	cdsl	twostage
MCGRU	0.5858788221	0.8775994954999999	0.9034934639	0.1758382993	3.8079104186	30.161354064	4.294457975499999	cdsl	twostage
CatBoost	0.9599039913	0.9713894782999999	0.9110587537000001	0.7490686317				tjh	outcome
DT	0.8048079788000001	0.8740912795	0.870567423	0.6785627756				tjh	outcome
GBDT	0.9512656865999999	0.9641164362	0.9047833442	0.7644876342000001				tjh	outcome
RF	0.9555743814	0.9657701968	0.9025015414	0.7263389908000001				tjh	outcome
XGBoost	0.9570254922	0.9684201657999999	0.9091698646000002	0.7640542913000001				tjh	outcome
CatBoost					4.7128426551	39.715387154		tjh	los
DT					5.072771072299999	50.164400482		tjh	los
GBDT					4.788533592399999	42.026769067		tjh	los
RF					4.8271178722000005	40.944742584		tjh	los
XGBoost					4.7752770901	41.762908554		tjh	los
CatBoost	0.508629349	0.8508757293	0.8952650368	-0.0394133158				cdsl	outcome
DT	0.3826520741	0.7966862797	0.8880331217	-0.082256734				cdsl	outcome
GBDT	0.5032403768	0.8514598012000001	0.8931539893	0.0225089812				cdsl	outcome
RF	0.4948263287	0.8434864104	0.8925584256000001	-0.10543790009999998				cdsl	outcome
XGBoost	0.4969544678	0.8458968162	0.8939622283	-0.031212604100000003				cdsl	outcome
CatBoost					4.0082854033999995	30.616400526999996		cdsl	los
DT					4.1124117136	32.228445054000005		cdsl	los
GBDT					4.0130859373	30.743353842999994		cdsl	los
RF					4.0457752944	31.297169302999997		cdsl	los
XGBoost					4.024023365900001	31.098378562		cdsl	los