Instructions to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-3.2-1B-Instruct")
model = PeftModel.from_pretrained(base_model, "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct")

Transformers

How to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct

SGLang

How to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct with Docker Model Runner:
```
docker model run hf.co/ferrazzipietro/admissionTask-Llama-3.2-1B-Instruct
```

admissionTask-Llama-3.2-1B-Instruct

This model is a fine-tuned version of meta-llama/Llama-3.2-1B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.3169
F1 Micro: 0.7410
F1 Macro: 0.7408
F1 Weighted: 0.7408
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'DIRECT EMER.': 0.4229109909056212, 'URGENT': 0.5685289183997537, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8665702681066747, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5399809893357986, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5267702704514675, 'EU OBSERVATION': 0.5212811284775303}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0003
train_batch_size: 64
eval_batch_size: 128
seed: 42
distributed_type: multi-GPU
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Micro	F1 Macro	F1 Weighted	Class/f1 Results Per Class	Items/f1 Scores Per Item
3.3125	0.0108	20	3.4564	0.0002	0.0001	0.0004	{}	{'DIRECT EMER.': 0.0, 'URGENT': 0.0, 'DIRECT OBSERVATION': 0.0, 'SURGICAL SAME DAY ADMISSION': 0.0, 'EW EMER.': 0.0, 'ELECTIVE': 0.0, 'AMBULATORY OBSERVATION': 0.008888888888888889, 'OBSERVATION ADMIT': 0.0, 'EU OBSERVATION': 0.0}
2.8062	0.0215	40	2.8165	0.4398	0.1125	0.4500	{}	{'DIRECT EMER.': 0.16848031004006786, 'URGENT': 0.30413631991205164, 'DIRECT OBSERVATION': 0.18173864524048655, 'SURGICAL SAME DAY ADMISSION': 0.37439362359295253, 'EW EMER.': 0.1696057304706407, 'ELECTIVE': 0.13277966762340102, 'AMBULATORY OBSERVATION': 0.3522231766678938, 'OBSERVATION ADMIT': 0.12842750271930944, 'EU OBSERVATION': 0.15828772446516956}
2.425	0.0323	60	2.2421	0.4832	0.0040	0.4915	{}	{'DIRECT EMER.': 0.030674148821057397, 'URGENT': 0.06640014693737968, 'DIRECT OBSERVATION': 0.02736545138888889, 'SURGICAL SAME DAY ADMISSION': 0.057636951692509916, 'EW EMER.': 0.012615678758622486, 'ELECTIVE': 0.02692565649746738, 'AMBULATORY OBSERVATION': 0.045849281804337984, 'OBSERVATION ADMIT': 0.03153344367042154, 'EU OBSERVATION': 0.02658578920265689}
2.1562	0.0431	80	1.9972	0.5381	0.2674	0.5348	{}	{'DIRECT EMER.': 0.29547764149796807, 'URGENT': 0.4446138808865895, 'DIRECT OBSERVATION': 0.3200294384057971, 'SURGICAL SAME DAY ADMISSION': 0.3760269826169679, 'EW EMER.': 0.33530380293781187, 'ELECTIVE': 0.2981471277035404, 'AMBULATORY OBSERVATION': 0.45709556670316515, 'OBSERVATION ADMIT': 0.4392983650067203, 'EU OBSERVATION': 0.5005011584919559}
2.0516	0.0539	100	1.8651	0.5235	0.3087	0.4631	{}	{'DIRECT EMER.': 0.2693203292301464, 'URGENT': 0.4089939410694128, 'DIRECT OBSERVATION': 0.42356128946799415, 'SURGICAL SAME DAY ADMISSION': 0.4308878829538184, 'EW EMER.': 0.3137431642434473, 'ELECTIVE': 0.3368162995119999, 'AMBULATORY OBSERVATION': 0.27252847121638124, 'OBSERVATION ADMIT': 0.4744593239336913, 'EU OBSERVATION': 0.4216025152811139}
1.9078	0.0646	120	1.7859	0.5702	0.5442	0.5442	{}	{'DIRECT EMER.': 0.2805606275782782, 'URGENT': 0.41438973308062, 'DIRECT OBSERVATION': 0.4775902815207927, 'SURGICAL SAME DAY ADMISSION': 0.4828950739276826, 'EW EMER.': 0.46020048409280645, 'ELECTIVE': 0.5049935789785637, 'AMBULATORY OBSERVATION': 0.32786506862461645, 'OBSERVATION ADMIT': 0.4840927281890137, 'EU OBSERVATION': 0.46165193825851303}
1.8781	0.0754	140	1.7331	0.6360	0.6279	0.6279	{}	{'DIRECT EMER.': 0.4943105463380621, 'URGENT': 0.4755061728395062, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.4880034522439586, 'EW EMER.': 0.471255398198544, 'ELECTIVE': 0.4489153128382433, 'AMBULATORY OBSERVATION': 0.4738629862700229, 'OBSERVATION ADMIT': 0.3785430482106382, 'EU OBSERVATION': 0.3843102766448475}
1.8469	0.0862	160	1.6889	0.5665	0.5015	0.5015	{}	{'DIRECT EMER.': 0.475236568986569, 'URGENT': 0.3681361175560712, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.33188739931118894, 'EW EMER.': 0.4187211400716347, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.28546498000747256, 'EU OBSERVATION': 0.3543091655266758}
1.7875	0.0969	180	1.6485	0.5897	0.3601	0.5401	{}	{'DIRECT EMER.': 0.2606801942229702, 'URGENT': 0.3736884861382853, 'DIRECT OBSERVATION': 0.3551097083763964, 'SURGICAL SAME DAY ADMISSION': 0.6036057456471933, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.46830732292917165, 'AMBULATORY OBSERVATION': 0.39742466122834225, 'OBSERVATION ADMIT': 0.26101822482662224, 'EU OBSERVATION': 0.36539069914583994}
1.7234	0.1077	200	1.6227	0.6306	0.6026	0.6026	{}	{'DIRECT EMER.': 0.25717571177838683, 'URGENT': 0.37024665981500515, 'DIRECT OBSERVATION': 0.4898478345688646, 'SURGICAL SAME DAY ADMISSION': 0.5305337918679339, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5779267480874153, 'AMBULATORY OBSERVATION': 0.5418759964626566, 'OBSERVATION ADMIT': 0.39321566603438846, 'EU OBSERVATION': 0.44549027286331655}
1.6906	0.1185	220	1.5950	0.6669	0.6636	0.6636	{}	{'DIRECT EMER.': 0.2832961385000338, 'URGENT': 0.4687874538568484, 'DIRECT OBSERVATION': 0.41821286456983425, 'SURGICAL SAME DAY ADMISSION': 0.7051592031329814, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5239038563127312, 'AMBULATORY OBSERVATION': 0.5415703178503807, 'OBSERVATION ADMIT': 0.4305199919782133, 'EU OBSERVATION': 0.5061039414021625}
1.6656	0.1292	240	1.5736	0.5828	0.5196	0.5196	{}	{'DIRECT EMER.': 0.25717571177838683, 'URGENT': 0.3008773830155979, 'DIRECT OBSERVATION': 0.48758445204878476, 'SURGICAL SAME DAY ADMISSION': 0.48397071816231224, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4238896503455717, 'AMBULATORY OBSERVATION': 0.3928694981271544, 'OBSERVATION ADMIT': 0.38616580767367076, 'EU OBSERVATION': 0.3406495447751053}
1.6844	0.1400	260	1.5561	0.6282	0.5913	0.5913	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.33008356545961004, 'EW EMER.': 0.4723581213307241, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.2793298367887006, 'EU OBSERVATION': 0.3543091655266758}
1.6656	0.1508	280	1.5419	0.6839	0.6804	0.6804	{}	{'DIRECT EMER.': 0.40476053969346026, 'URGENT': 0.46674619072269363, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7745747799289937, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.44324324324324327, 'AMBULATORY OBSERVATION': 0.48434009374041787, 'OBSERVATION ADMIT': 0.41237863897369614, 'EU OBSERVATION': 0.43882305179113423}
1.6672	0.1616	300	1.5279	0.6507	0.6275	0.6275	{}	{'DIRECT EMER.': 0.2585859631863722, 'URGENT': 0.3251663668052551, 'DIRECT OBSERVATION': 0.48130103639269667, 'SURGICAL SAME DAY ADMISSION': 0.6628800707458418, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.536732730558011, 'AMBULATORY OBSERVATION': 0.4888772509366313, 'OBSERVATION ADMIT': 0.3834853090172239, 'EU OBSERVATION': 0.359095746632904}
1.6484	0.1723	320	1.5160	0.6593	0.6356	0.6356	{}	{'DIRECT EMER.': 0.3962686567164179, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.33008356545961004, 'EW EMER.': 0.4550274246437087, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3192260324626123, 'EU OBSERVATION': 0.3543091655266758}
1.6344	0.1831	340	1.5058	0.6856	0.6812	0.6812	{}	{'DIRECT EMER.': 0.4370669414891556, 'URGENT': 0.4130968065750674, 'DIRECT OBSERVATION': 0.4335258296486287, 'SURGICAL SAME DAY ADMISSION': 0.7872207548888224, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4512937595129376, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3905484821488253, 'EU OBSERVATION': 0.4930615473109002}
1.5594	0.1939	360	1.4928	0.7017	0.7016	0.7016	{}	{'DIRECT EMER.': 0.500123578843302, 'URGENT': 0.47637808338790655, 'DIRECT OBSERVATION': 0.42318675042832665, 'SURGICAL SAME DAY ADMISSION': 0.7103416328894037, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4512937595129376, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3986382421644377, 'EU OBSERVATION': 0.4663574265443748}
1.55	0.2046	380	1.4822	0.7058	0.7058	0.7057	{}	{'DIRECT EMER.': 0.40161619352206473, 'URGENT': 0.5373434845529479, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7111432384341637, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4512937595129376, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.44893619460302175, 'EU OBSERVATION': 0.5004481652420942}
1.6031	0.2154	400	1.4760	0.7166	0.7137	0.7137	{}	{'DIRECT EMER.': 0.40783397258961346, 'URGENT': 0.44244767970882615, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7721825355441999, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5114411882778, 'EU OBSERVATION': 0.382623106060606}
1.6094	0.2262	420	1.4675	0.6855	0.6773	0.6773	{}	{'DIRECT EMER.': 0.43374981488265507, 'URGENT': 0.5058868222708486, 'DIRECT OBSERVATION': 0.45945134311325997, 'SURGICAL SAME DAY ADMISSION': 0.7406123681214596, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5221001221001221, 'AMBULATORY OBSERVATION': 0.48312542720437457, 'OBSERVATION ADMIT': 0.3837974683544304, 'EU OBSERVATION': 0.4346897546897547}
1.5766	0.2369	440	1.4579	0.6703	0.6547	0.6547	{}	{'DIRECT EMER.': 0.42470121349757983, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.334150081793284, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.46937464344896906, 'EU OBSERVATION': 0.3863488624052004}
1.5609	0.2477	460	1.4514	0.7109	0.7068	0.7068	{}	{'DIRECT EMER.': 0.3978239753362755, 'URGENT': 0.3713450292397661, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7298053988988209, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5111036277846228, 'EU OBSERVATION': 0.37865187498004854}
1.5781	0.2585	480	1.4460	0.7096	0.7089	0.7089	{}	{'DIRECT EMER.': 0.43277233398199655, 'URGENT': 0.4899725773945221, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7181164385469414, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5103619867790439, 'EU OBSERVATION': 0.5094525304085903}
1.5516	0.2693	500	1.4397	0.7067	0.4686	0.7029	{}	{'DIRECT EMER.': 0.483882695935517, 'URGENT': 0.4277188244840002, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8298588949978853, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.2957818930041152, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.421875518603339, 'EU OBSERVATION': 0.37524008853649277}
1.5344	0.2800	520	1.4343	0.7128	0.7102	0.7102	{}	{'DIRECT EMER.': 0.40161619352206473, 'URGENT': 0.42784351605892296, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8464031593936241, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5092228876973399, 'EU OBSERVATION': 0.42723039831500614}
1.4828	0.2908	540	1.4277	0.7147	0.7142	0.7142	{}	{'DIRECT EMER.': 0.40331073424250713, 'URGENT': 0.46570347074590096, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8320765256249127, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4679135292688851, 'EU OBSERVATION': 0.45331732611799636}
1.5609	0.3016	560	1.4231	0.6533	0.6270	0.6269	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.33008356545961004, 'EW EMER.': 0.45925966688678554, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.27653990295938624, 'EU OBSERVATION': 0.3543091655266758}
1.4844	0.3123	580	1.4195	0.7156	0.7148	0.7148	{}	{'DIRECT EMER.': 0.4519911462209247, 'URGENT': 0.5214136943504296, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8261732338331067, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4686968945033461, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3841093117408907, 'EU OBSERVATION': 0.4669815235879661}
1.5328	0.3231	600	1.4148	0.7220	0.7207	0.7207	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.37301637166552976, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8028421320870315, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4154677252150176, 'EU OBSERVATION': 0.4273148772983135}
1.5375	0.3339	620	1.4103	0.6667	0.6448	0.6448	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.4609656472559698, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.30880309407069423, 'EU OBSERVATION': 0.3543091655266758}
1.4875	0.3446	640	1.4055	0.7233	0.7233	0.7233	{}	{'DIRECT EMER.': 0.5545637963652714, 'URGENT': 0.5373421305624695, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8359940549047036, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4508181651038794, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4183960098501607, 'EU OBSERVATION': 0.45685517450223334}
1.5	0.3554	660	1.4010	0.7140	0.7122	0.7122	{}	{'DIRECT EMER.': 0.4205772078595697, 'URGENT': 0.5230114729243511, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8288481813389563, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4508181651038794, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3841093117408907, 'EU OBSERVATION': 0.4157922207033677}
1.4719	0.3662	680	1.3979	0.6993	0.6949	0.6949	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3864110385534474, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.6542383993537473, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.511083730022466, 'EU OBSERVATION': 0.45779514990793746}
1.4875	0.3770	700	1.3937	0.7194	0.7177	0.7177	{}	{'DIRECT EMER.': 0.49051695812493157, 'URGENT': 0.524115774935447, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8316928971405244, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.41935118723320974, 'EU OBSERVATION': 0.4964291462601458}
1.5078	0.3877	720	1.3916	0.7055	0.6963	0.6963	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.374031007751938, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8019884145285602, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4927087604209376, 'EU OBSERVATION': 0.38153885388406933}
1.5063	0.3985	740	1.3882	0.7131	0.7103	0.7103	{}	{'DIRECT EMER.': 0.44102980052871904, 'URGENT': 0.4586379509597025, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.847995670995671, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3948759551973202, 'EU OBSERVATION': 0.4097102322496367}
1.5141	0.4093	760	1.3857	0.7220	0.7213	0.7213	{}	{'DIRECT EMER.': 0.4520261514901638, 'URGENT': 0.5532007341648875, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8465749953028258, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.43734748552037356, 'EU OBSERVATION': 0.4969781998704943}
1.4453	0.4200	780	1.3825	0.7313	0.7307	0.7307	{}	{'DIRECT EMER.': 0.40734488469868774, 'URGENT': 0.40557444649546076, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8481032645166384, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5531035299692015, 'EU OBSERVATION': 0.5096312317304105}
1.4828	0.4308	800	1.3793	0.7271	0.7265	0.7265	{}	{'DIRECT EMER.': 0.459295810692288, 'URGENT': 0.39112502847235586, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.837857131054084, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.47488514936927334, 'EU OBSERVATION': 0.4378810975609756}
1.4719	0.4416	820	1.3765	0.7274	0.7269	0.7269	{}	{'DIRECT EMER.': 0.45796635359183324, 'URGENT': 0.5041968267895006, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8306522069849824, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5166711398685604, 'EU OBSERVATION': 0.4510897862232779}
1.4328	0.4523	840	1.3746	0.7198	0.7132	0.7131	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3777131782945737, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8505826652604642, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5485383459926902, 'EU OBSERVATION': 0.3538672142368241}
1.4891	0.4631	860	1.3709	0.7191	0.7184	0.7184	{}	{'DIRECT EMER.': 0.49128222717658493, 'URGENT': 0.4915620309697258, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8441236349767807, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5535409035409036, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.41996514655244815, 'EU OBSERVATION': 0.4934669137202411}
1.4656	0.4739	880	1.3685	0.7287	0.7283	0.7283	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.5591457837936711, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8440301100173712, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4648364710340138, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4587015380267844, 'EU OBSERVATION': 0.5432840880645049}
1.4969	0.4847	900	1.3656	0.7268	0.7234	0.7234	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.39910876525049754, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.828347112353536, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5784576666674148, 'EU OBSERVATION': 0.3859834488655449}
1.3984	0.4954	920	1.3639	0.7048	0.6944	0.6944	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.37668294259146234, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.7305239616540953, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.523559253617206, 'EU OBSERVATION': 0.3543091655266758}
1.4859	0.5062	940	1.3601	0.7311	0.7310	0.7310	{}	{'DIRECT EMER.': 0.4364442441804758, 'URGENT': 0.5605848820572747, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8428688724966263, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.46929700734048563, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5613090720938254, 'EU OBSERVATION': 0.3788836372636014}
1.4344	0.5170	960	1.3593	0.7300	0.7300	0.7300	{}	{'DIRECT EMER.': 0.4280642329415238, 'URGENT': 0.5477422181671965, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8441156891598347, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4464102502444733, 'EU OBSERVATION': 0.5011029411764706}
1.4844	0.5277	980	1.3564	0.7321	0.7320	0.7320	{}	{'DIRECT EMER.': 0.42974624060150374, 'URGENT': 0.5197674924892237, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8491963004497824, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4817963270465191, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.44700016448721114, 'EU OBSERVATION': 0.5255379265377091}
1.4328	0.5385	1000	1.3543	0.7081	0.6981	0.6981	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3686244204018547, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8449090529409156, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.45698634851837744, 'EU OBSERVATION': 0.35253772290809327}
1.4172	0.5493	1020	1.3523	0.7228	0.7178	0.7178	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.5157865571598692, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8513473356393157, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.45839308696451553, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5554428119165516, 'EU OBSERVATION': 0.3766369047619048}
1.4484	0.5600	1040	1.3513	0.7343	0.7342	0.7342	{}	{'DIRECT EMER.': 0.4899021268586486, 'URGENT': 0.5882636035504302, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8570835572683856, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4568317853457172, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.48483960435485474, 'EU OBSERVATION': 0.5365154357442276}
1.3938	0.5708	1060	1.3491	0.7305	0.7302	0.7302	{}	{'DIRECT EMER.': 0.41113802093672663, 'URGENT': 0.5618490286022666, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8615742840199533, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.44986686183216806, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4540345483263293, 'EU OBSERVATION': 0.4930134620389429}
1.4594	0.5816	1080	1.3473	0.7333	0.7322	0.7322	{}	{'DIRECT EMER.': 0.40061204767529257, 'URGENT': 0.44765438205952673, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8737772380028085, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.544467656654581, 'EU OBSERVATION': 0.4448763784157911}
1.4266	0.5924	1100	1.3456	0.7223	0.7187	0.7187	{}	{'DIRECT EMER.': 0.5682676518883416, 'URGENT': 0.5086022020771453, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8476140188766418, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5730270539832939, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4474406795889603, 'EU OBSERVATION': 0.45976197274654773}
1.4797	0.6031	1120	1.3433	0.7346	0.7344	0.7344	{}	{'DIRECT EMER.': 0.5571314820344382, 'URGENT': 0.5869874555326717, 'DIRECT OBSERVATION': 0.4174757281553398, 'SURGICAL SAME DAY ADMISSION': 0.848961850147617, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5574827644190348, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4683929856186207, 'EU OBSERVATION': 0.5305017862563336}
1.4328	0.6139	1140	1.3414	0.7345	0.7333	0.7333	{}	{'DIRECT EMER.': 0.4249728572879158, 'URGENT': 0.4138647038296563, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8530060203355496, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5247024354513825, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5211440366719869, 'EU OBSERVATION': 0.4251990632318501}
1.3766	0.6247	1160	1.3402	0.7315	0.7315	0.7315	{}	{'DIRECT EMER.': 0.4538242417397633, 'URGENT': 0.40087650390705754, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8534878242528829, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5534884115511215, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.45535130414936315, 'EU OBSERVATION': 0.5410854388073407}
1.4016	0.6354	1180	1.3390	0.7314	0.7311	0.7311	{}	{'DIRECT EMER.': 0.5146341067924957, 'URGENT': 0.49349824088281335, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8405010235346653, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5561086987544085, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4086261856631939, 'EU OBSERVATION': 0.5241800748707319}
1.4703	0.6462	1200	1.3380	0.7059	0.6990	0.6990	{}	{'DIRECT EMER.': 0.5228611766431566, 'URGENT': 0.5397789922815092, 'DIRECT OBSERVATION': 0.45812220566318923, 'SURGICAL SAME DAY ADMISSION': 0.8334583645911477, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.6392852888624181, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3841093117408907, 'EU OBSERVATION': 0.49626292523188154}
1.4078	0.6570	1220	1.3363	0.7125	0.4711	0.7066	{}	{'DIRECT EMER.': 0.5969403266601617, 'URGENT': 0.518081358949409, 'DIRECT OBSERVATION': 0.44133734865712004, 'SURGICAL SAME DAY ADMISSION': 0.8390703744448248, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4182325760492877, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.38648244670582715, 'EU OBSERVATION': 0.4723758999621068}
1.425	0.6677	1240	1.3346	0.7340	0.7339	0.7339	{}	{'DIRECT EMER.': 0.5620164101915927, 'URGENT': 0.49831327923390234, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8562393139853286, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.48822903111321425, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4322258837468858, 'EU OBSERVATION': 0.5158849412036668}
1.3953	0.6785	1260	1.3327	0.7196	0.4774	0.7160	{}	{'DIRECT EMER.': 0.53182036717178, 'URGENT': 0.5378466986263344, 'DIRECT OBSERVATION': 0.42318675042832665, 'SURGICAL SAME DAY ADMISSION': 0.8483651687189091, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.3632742928464246, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3841093117408907, 'EU OBSERVATION': 0.3798998282503521}
1.4375	0.6893	1280	1.3318	0.7355	0.4898	0.7348	{}	{'DIRECT EMER.': 0.40061204767529257, 'URGENT': 0.5316931883749886, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.866683252966165, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.3129778481440886, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5651040160372088, 'EU OBSERVATION': 0.5002234267840142}
1.3297	0.7001	1300	1.3310	0.7287	0.4854	0.7282	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.5718349928876245, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8638910672274898, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.34070653203095885, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4780262410930544, 'EU OBSERVATION': 0.5070157355871642}
1.4125	0.7108	1320	1.3302	0.7337	0.7337	0.7337	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.5524771474426069, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8607613258069184, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4637095326278207, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4529215919664973, 'EU OBSERVATION': 0.5307198123741073}
1.3859	0.7216	1340	1.3290	0.7289	0.7284	0.7284	{}	{'DIRECT EMER.': 0.4186520314289099, 'URGENT': 0.5781077374522108, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8561602870813397, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5022331806974287, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.4418796624678978, 'EU OBSERVATION': 0.5168470418470419}
1.425	0.7324	1360	1.3279	0.7195	0.7165	0.7165	{}	{'DIRECT EMER.': 0.4665360869055527, 'URGENT': 0.527265158039175, 'DIRECT OBSERVATION': 0.42682317682317683, 'SURGICAL SAME DAY ADMISSION': 0.8503962279758458, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5413940655564367, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.3908748452359, 'EU OBSERVATION': 0.43377475499140683}
1.3969	0.7431	1380	1.3263	0.7415	0.7410	0.7410	{}	{'DIRECT EMER.': 0.41542065351173224, 'URGENT': 0.5503560716871297, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.870063438948726, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5054466439943015, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5603089453634886, 'EU OBSERVATION': 0.5333998771498771}
1.4922	0.7539	1400	1.3256	0.7249	0.7191	0.7191	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.374031007751938, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8855579348084701, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.4441017733230532, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5551683805253667, 'EU OBSERVATION': 0.3862499075603323}
1.3844	0.7647	1420	1.3249	0.7409	0.7405	0.7405	{}	{'DIRECT EMER.': 0.4186520314289099, 'URGENT': 0.550718153771589, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.872159189933424, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4875169732888229, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5317678275290215, 'EU OBSERVATION': 0.5136623242488888}
1.3828	0.7754	1440	1.3242	0.7299	0.7266	0.7266	{}	{'DIRECT EMER.': 0.404479885219002, 'URGENT': 0.39720732526511693, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8765685008068129, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.4648364710340138, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5715746486979384, 'EU OBSERVATION': 0.3888661556783828}
1.3953	0.7862	1460	1.3235	0.7416	0.7416	0.7416	{}	{'DIRECT EMER.': 0.4659749160034711, 'URGENT': 0.5940919348336297, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8606170503290731, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5412552173470426, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5254990642545228, 'EU OBSERVATION': 0.5569102456317588}
1.3891	0.7970	1480	1.3222	0.7394	0.7387	0.7387	{}	{'DIRECT EMER.': 0.4149069831281542, 'URGENT': 0.5150391670315768, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8662020341180761, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.5073223018690963, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5641173991961623, 'EU OBSERVATION': 0.5296148334439956}
1.4234	0.8078	1500	1.3213	0.7437	0.7435	0.7435	{}	{'DIRECT EMER.': 0.40783397258961346, 'URGENT': 0.6202926647899294, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8640949795372583, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5543419191311598, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5563593608806374, 'EU OBSERVATION': 0.5299122704553698}
1.3797	0.8185	1520	1.3211	0.7264	0.7216	0.7216	{}	{'DIRECT EMER.': 0.39671886651752425, 'URGENT': 0.3803495135173949, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8779191789692211, 'EW EMER.': 0.46424848665816115, 'ELECTIVE': 0.47656691134952006, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5634359744029556, 'EU OBSERVATION': 0.3661865193685865}
1.3984	0.8293	1540	1.3202	0.7395	0.7384	0.7384	{}	{'DIRECT EMER.': 0.40832265641682686, 'URGENT': 0.5579998847345828, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8720102946629152, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.5202027645653291, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.566959448629588, 'EU OBSERVATION': 0.45562740021839687}
1.4203	0.8401	1560	1.3194	0.7399	0.7399	0.7399	{}	{'DIRECT EMER.': 0.4418009158932003, 'URGENT': 0.6091360094759755, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8616363802051596, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.6024938070207237, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5183114103612648, 'EU OBSERVATION': 0.5636321926096706}
1.4219	0.8508	1580	1.3188	0.7425	0.7418	0.7418	{}	{'DIRECT EMER.': 0.41163948698347985, 'URGENT': 0.5686433584444015, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.874254940918122, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.521093637799799, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5648558246828144, 'EU OBSERVATION': 0.5020124026849067}
1.4031	0.8616	1600	1.3184	0.7411	0.7410	0.7410	{}	{'DIRECT EMER.': 0.4191777350761239, 'URGENT': 0.5831580781244167, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8650487479834468, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5412552173470426, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5256139343085161, 'EU OBSERVATION': 0.5319972870938894}
1.4328	0.8724	1620	1.3181	0.7405	0.7405	0.7405	{}	{'DIRECT EMER.': 0.45293369941020944, 'URGENT': 0.5921613599568267, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8649806795703452, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5652177504625958, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5012636528429141, 'EU OBSERVATION': 0.5354657293497364}
1.3766	0.8831	1640	1.3178	0.7398	0.7392	0.7392	{}	{'DIRECT EMER.': 0.41970328608673785, 'URGENT': 0.5444854990975326, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8654310194089876, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5370608177522087, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5426985932929673, 'EU OBSERVATION': 0.47138593201088247}
1.4406	0.8939	1660	1.3175	0.7405	0.7398	0.7398	{}	{'DIRECT EMER.': 0.4229109909056212, 'URGENT': 0.548265992918901, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8686715237270421, 'EW EMER.': 0.4563413142643073, 'ELECTIVE': 0.5452322527130711, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5468923716651777, 'EU OBSERVATION': 0.461790017211704}
1.3672	0.9047	1680	1.3175	0.7415	0.7412	0.7412	{}	{'DIRECT EMER.': 0.4260714089377665, 'URGENT': 0.585015873015873, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8642875968237755, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5543419191311598, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5315427056156709, 'EU OBSERVATION': 0.5076257925859826}
1.3656	0.9155	1700	1.3172	0.7399	0.7394	0.7394	{}	{'DIRECT EMER.': 0.4191777350761239, 'URGENT': 0.5342275506408496, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8653704019557678, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5380291986497237, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5529130734736116, 'EU OBSERVATION': 0.4875641531780498}
1.4375	0.9262	1720	1.3170	0.7398	0.7395	0.7395	{}	{'DIRECT EMER.': 0.41970328608673785, 'URGENT': 0.5579586166556993, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8665119536560235, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5422417282740695, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5395505578432407, 'EU OBSERVATION': 0.4995221027479092}
1.3875	0.9370	1740	1.3170	0.7399	0.7393	0.7393	{}	{'DIRECT EMER.': 0.4121406346071435, 'URGENT': 0.5244980165719625, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.869750174703005, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5356355781827103, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5487150741635047, 'EU OBSERVATION': 0.48511230702100694}
1.4453	0.9478	1760	1.3169	0.7395	0.7392	0.7392	{}	{'DIRECT EMER.': 0.41542065351173224, 'URGENT': 0.5549718505520216, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8653704019557678, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5308882953222382, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5258889361099306, 'EU OBSERVATION': 0.5167879520803261}
1.3656	0.9585	1780	1.3169	0.7426	0.7424	0.7424	{}	{'DIRECT EMER.': 0.4149069831281542, 'URGENT': 0.5665533904016289, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8675336597307222, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5402737134580711, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5342983474104197, 'EU OBSERVATION': 0.5396024802097885}
1.4312	0.9693	1800	1.3169	0.7430	0.7428	0.7428	{}	{'DIRECT EMER.': 0.41542065351173224, 'URGENT': 0.5692122872534151, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8643493088917674, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5685001736830431, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5344696145118623, 'EU OBSERVATION': 0.5313662183309813}
1.3859	0.9801	1820	1.3169	0.7404	0.7401	0.7401	{}	{'DIRECT EMER.': 0.41542065351173224, 'URGENT': 0.561531091516828, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8675921192339455, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5585409831219887, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5315427056156709, 'EU OBSERVATION': 0.5108084098312111}
1.4672	0.9908	1840	1.3169	0.7416	0.7413	0.7413	{}	{'DIRECT EMER.': 0.41542065351173224, 'URGENT': 0.5639321488630548, 'DIRECT OBSERVATION': 0.417946645109135, 'SURGICAL SAME DAY ADMISSION': 0.8623076057396779, 'EW EMER.': 0.45350899417278945, 'ELECTIVE': 0.5663058944564978, 'AMBULATORY OBSERVATION': 0.47044534412955463, 'OBSERVATION ADMIT': 0.5380490569265644, 'EU OBSERVATION': 0.5174749217302408}

Framework versions

PEFT 0.18.1
Transformers 4.51.0
Pytorch 2.8.0+cu128
Datasets 3.6.0
Tokenizers 0.21.0

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