Instructions to use ferrazzipietro/admissionTask-Qwen3-1.7B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ferrazzipietro/admissionTask-Qwen3-1.7B with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-1.7B")
model = PeftModel.from_pretrained(base_model, "ferrazzipietro/admissionTask-Qwen3-1.7B")

Transformers

How to use ferrazzipietro/admissionTask-Qwen3-1.7B with Transformers:

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

pipe = pipeline("text-generation", model="ferrazzipietro/admissionTask-Qwen3-1.7B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("ferrazzipietro/admissionTask-Qwen3-1.7B", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ferrazzipietro/admissionTask-Qwen3-1.7B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ferrazzipietro/admissionTask-Qwen3-1.7B"
# 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-Qwen3-1.7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ferrazzipietro/admissionTask-Qwen3-1.7B

SGLang

How to use ferrazzipietro/admissionTask-Qwen3-1.7B 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-Qwen3-1.7B" \
    --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-Qwen3-1.7B",
		"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-Qwen3-1.7B" \
        --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-Qwen3-1.7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ferrazzipietro/admissionTask-Qwen3-1.7B with Docker Model Runner:
```
docker model run hf.co/ferrazzipietro/admissionTask-Qwen3-1.7B
```

admissionTask-Qwen3-1.7B

This model is a fine-tuned version of Qwen/Qwen3-1.7B on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.3164
F1 Micro: 0.7274
F1 Macro: 0.3731
F1 Weighted: 0.7462
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'EW EMER.': 0.2898342587518275, 'EU OBSERVATION': 0.32778028828327777, 'URGENT': 0.30423428031183647, 'DIRECT EMER.': 0.2552526595744681, 'DIRECT OBSERVATION': 0.23617515777649686, 'OBSERVATION ADMIT': 0.2871800547930613, 'ELECTIVE': 0.3536873156342183, 'SURGICAL SAME DAY ADMISSION': 0.43288286343422133, 'AMBULATORY OBSERVATION': 0.3401579244218838}

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: 64
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
3.3339	0.0108	20	3.5205	0.0	0.0	0.0	{}	{'EW EMER.': 0.0, 'EU OBSERVATION': 0.0, 'URGENT': 0.0, 'DIRECT EMER.': 0.0, 'DIRECT OBSERVATION': 0.0, 'OBSERVATION ADMIT': 0.0, 'ELECTIVE': 0.0, 'SURGICAL SAME DAY ADMISSION': 0.0, 'AMBULATORY OBSERVATION': 0.0}
2.8953	0.0215	40	2.7896	0.0	0.0	0.0	{}	{'EW EMER.': 0.0, 'EU OBSERVATION': 0.0, 'URGENT': 0.0, 'DIRECT EMER.': 0.0, 'DIRECT OBSERVATION': 0.0, 'OBSERVATION ADMIT': 0.0, 'ELECTIVE': 0.0, 'SURGICAL SAME DAY ADMISSION': 0.0, 'AMBULATORY OBSERVATION': 0.0}
2.475	0.0323	60	2.3522	0.5471	0.0231	0.5195	{}	{'EW EMER.': 0.21635800322468465, 'EU OBSERVATION': 0.23818765255090718, 'URGENT': 0.15407824001323298, 'DIRECT EMER.': 0.12034053387436845, 'DIRECT OBSERVATION': 0.07820810802264175, 'OBSERVATION ADMIT': 0.13941170786864715, 'ELECTIVE': 0.05192158385093168, 'SURGICAL SAME DAY ADMISSION': 0.33479104368086005, 'AMBULATORY OBSERVATION': 0.2107004023733206}
2.1969	0.0431	80	2.0127	0.5865	0.1945	0.5835	{}	{'EW EMER.': 0.5345185624440504, 'EU OBSERVATION': 0.5016867469879518, 'URGENT': 0.40113599268786315, 'DIRECT EMER.': 0.5024056592890749, 'DIRECT OBSERVATION': 0.47471262291429567, 'OBSERVATION ADMIT': 0.3257265184790807, 'ELECTIVE': 0.2880340091629076, 'SURGICAL SAME DAY ADMISSION': 0.6676006245662734, 'AMBULATORY OBSERVATION': 0.3197551686008198}
2.0098	0.0539	100	1.8339	0.6038	0.5686	0.5686	{}	{'EW EMER.': 0.5286881260332588, 'EU OBSERVATION': 0.37986111111111115, 'URGENT': 0.5117809734513274, 'DIRECT EMER.': 0.4201218686526743, 'DIRECT OBSERVATION': 0.4165988608624898, 'OBSERVATION ADMIT': 0.3382742501544036, 'ELECTIVE': 0.46929700734048563, 'SURGICAL SAME DAY ADMISSION': 0.3453214043168866, 'AMBULATORY OBSERVATION': 0.4692556634304207}
1.8863	0.0646	120	1.7339	0.6463	0.6342	0.6342	{}	{'EW EMER.': 0.4812491461287463, 'EU OBSERVATION': 0.5630385487528344, 'URGENT': 0.47612681436210846, 'DIRECT EMER.': 0.34531376109765943, 'DIRECT OBSERVATION': 0.5093635070543461, 'OBSERVATION ADMIT': 0.4425182481751825, 'ELECTIVE': 0.5238085092783944, 'SURGICAL SAME DAY ADMISSION': 0.7111719055572443, 'AMBULATORY OBSERVATION': 0.4506309973829602}
1.7891	0.0754	140	1.6791	0.6676	0.6675	0.6675	{}	{'EW EMER.': 0.4586877135116032, 'EU OBSERVATION': 0.46337266063243593, 'URGENT': 0.5062554466556043, 'DIRECT EMER.': 0.4066974790560065, 'DIRECT OBSERVATION': 0.42537348272642395, 'OBSERVATION ADMIT': 0.44851234094028425, 'ELECTIVE': 0.5014390371533228, 'SURGICAL SAME DAY ADMISSION': 0.5609567678817473, 'AMBULATORY OBSERVATION': 0.4688259109311741}
1.7426	0.0862	160	1.6410	0.6829	0.6818	0.6818	{}	{'EW EMER.': 0.45093041040020393, 'EU OBSERVATION': 0.49758706683352505, 'URGENT': 0.5549565281101939, 'DIRECT EMER.': 0.44426028030533665, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5718529790423197, 'ELECTIVE': 0.47050183598531214, 'SURGICAL SAME DAY ADMISSION': 0.6228379649732233, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.7293	0.0969	180	1.6118	0.6796	0.6686	0.6686	{}	{'EW EMER.': 0.4532994923857868, 'EU OBSERVATION': 0.3628639131542845, 'URGENT': 0.43141639453146624, 'DIRECT EMER.': 0.3777569678897952, 'DIRECT OBSERVATION': 0.4397579286042592, 'OBSERVATION ADMIT': 0.39148936170212767, 'ELECTIVE': 0.5360973219421779, 'SURGICAL SAME DAY ADMISSION': 0.8057159203203828, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.6691	0.1077	200	1.5896	0.6811	0.6775	0.6775	{}	{'EW EMER.': 0.4540759342103075, 'EU OBSERVATION': 0.528325555722816, 'URGENT': 0.531110803533231, 'DIRECT EMER.': 0.4235982308460551, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5048994354648293, 'ELECTIVE': 0.4512937595129376, 'SURGICAL SAME DAY ADMISSION': 0.5987478308995209, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.6645	0.1185	220	1.5684	0.7011	0.6975	0.6975	{}	{'EW EMER.': 0.4532994923857868, 'EU OBSERVATION': 0.4713091113613497, 'URGENT': 0.4928334124347413, 'DIRECT EMER.': 0.4996904024767802, 'DIRECT OBSERVATION': 0.4243275792854275, 'OBSERVATION ADMIT': 0.3974912449071596, 'ELECTIVE': 0.6116104551691427, 'SURGICAL SAME DAY ADMISSION': 0.795235738538159, 'AMBULATORY OBSERVATION': 0.4696847210994341}
1.6453	0.1292	240	1.5510	0.6659	0.6405	0.6405	{}	{'EW EMER.': 0.4532994923857868, 'EU OBSERVATION': 0.34143137902168813, 'URGENT': 0.43589149311222825, 'DIRECT EMER.': 0.2835303451540426, 'DIRECT OBSERVATION': 0.5235423474525762, 'OBSERVATION ADMIT': 0.383761976802824, 'ELECTIVE': 0.6767892580290833, 'SURGICAL SAME DAY ADMISSION': 0.8029072554020854, 'AMBULATORY OBSERVATION': 0.5371360665478313}
1.6289	0.1400	260	1.5365	0.7025	0.6961	0.6961	{}	{'EW EMER.': 0.488089847984146, 'EU OBSERVATION': 0.3713839735312848, 'URGENT': 0.48893738277304866, 'DIRECT EMER.': 0.4111443947351358, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5520827215821759, 'ELECTIVE': 0.530251804895228, 'SURGICAL SAME DAY ADMISSION': 0.6833283022888293, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.6238	0.1508	280	1.5235	0.7223	0.7219	0.7219	{}	{'EW EMER.': 0.4532994923857868, 'EU OBSERVATION': 0.4716857328794015, 'URGENT': 0.5258204191374775, 'DIRECT EMER.': 0.5073400275086446, 'DIRECT OBSERVATION': 0.4325856631586407, 'OBSERVATION ADMIT': 0.5611977171748124, 'ELECTIVE': 0.5923523285225413, 'SURGICAL SAME DAY ADMISSION': 0.8079174542654195, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.6191	0.1616	300	1.5114	0.6980	0.6899	0.6899	{}	{'EW EMER.': 0.4894691445969337, 'EU OBSERVATION': 0.3901798567818549, 'URGENT': 0.44611528822055135, 'DIRECT EMER.': 0.41166068549435686, 'DIRECT OBSERVATION': 0.42328516605106986, 'OBSERVATION ADMIT': 0.4472155809673648, 'ELECTIVE': 0.5492140050017864, 'SURGICAL SAME DAY ADMISSION': 0.7819464969689658, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5852	0.1723	320	1.5025	0.7128	0.7091	0.7091	{}	{'EW EMER.': 0.49607460523636393, 'EU OBSERVATION': 0.36886126457949664, 'URGENT': 0.5589053106212425, 'DIRECT EMER.': 0.4333742833742834, 'DIRECT OBSERVATION': 0.42328516605106986, 'OBSERVATION ADMIT': 0.543580243224669, 'ELECTIVE': 0.4740131708663591, 'SURGICAL SAME DAY ADMISSION': 0.7717188559342651, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5543	0.1831	340	1.4919	0.7164	0.7111	0.7111	{}	{'EW EMER.': 0.5676580609279127, 'EU OBSERVATION': 0.40246531424465204, 'URGENT': 0.4904916512059369, 'DIRECT EMER.': 0.4179093725235934, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5315082963133753, 'ELECTIVE': 0.5564302484713799, 'SURGICAL SAME DAY ADMISSION': 0.8254255704454908, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5469	0.1939	360	1.4828	0.7006	0.6882	0.6882	{}	{'EW EMER.': 0.6243383396569477, 'EU OBSERVATION': 0.3739267676767677, 'URGENT': 0.37866459627329196, 'DIRECT EMER.': 0.3956619296933433, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5188017841486084, 'ELECTIVE': 0.449391124871001, 'SURGICAL SAME DAY ADMISSION': 0.7181892895162135, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5664	0.2046	380	1.4746	0.7210	0.7159	0.7159	{}	{'EW EMER.': 0.5486809654816279, 'EU OBSERVATION': 0.3947048701354117, 'URGENT': 0.46934594168636723, 'DIRECT EMER.': 0.4142380745251559, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5391983724825009, 'ELECTIVE': 0.5106760636909423, 'SURGICAL SAME DAY ADMISSION': 0.8391411383297793, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5316	0.2154	400	1.4676	0.7206	0.7170	0.7170	{}	{'EW EMER.': 0.5470827589341171, 'EU OBSERVATION': 0.5094432004776832, 'URGENT': 0.5153072013753128, 'DIRECT EMER.': 0.5322979551916792, 'DIRECT OBSERVATION': 0.47164815795417936, 'OBSERVATION ADMIT': 0.46220119976052365, 'ELECTIVE': 0.6052609633617955, 'SURGICAL SAME DAY ADMISSION': 0.8340484135812278, 'AMBULATORY OBSERVATION': 0.48382646187011585}
1.5457	0.2262	420	1.4607	0.7236	0.7196	0.7196	{}	{'EW EMER.': 0.5655054500038923, 'EU OBSERVATION': 0.507319036483239, 'URGENT': 0.43798076923076923, 'DIRECT EMER.': 0.41475278094996404, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.548531501721855, 'ELECTIVE': 0.527459246898488, 'SURGICAL SAME DAY ADMISSION': 0.8383346587251355, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5273	0.2369	440	1.4540	0.7341	0.7336	0.7336	{}	{'EW EMER.': 0.5122082906857728, 'EU OBSERVATION': 0.5682574373889775, 'URGENT': 0.5211763586180641, 'DIRECT EMER.': 0.41475278094996404, 'DIRECT OBSERVATION': 0.42328516605106986, 'OBSERVATION ADMIT': 0.5737293670585442, 'ELECTIVE': 0.5442301490034187, 'SURGICAL SAME DAY ADMISSION': 0.8486517603652872, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5316	0.2477	460	1.4481	0.7095	0.6985	0.6985	{}	{'EW EMER.': 0.6306648609023023, 'EU OBSERVATION': 0.3788914584868739, 'URGENT': 0.3670788253477589, 'DIRECT EMER.': 0.3956619296933433, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.4692555488689865, 'ELECTIVE': 0.46929700734048563, 'SURGICAL SAME DAY ADMISSION': 0.822598645092901, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5137	0.2585	480	1.4407	0.7131	0.7085	0.7085	{}	{'EW EMER.': 0.4617311606590868, 'EU OBSERVATION': 0.48190168851352905, 'URGENT': 0.5179894665701328, 'DIRECT EMER.': 0.5385158570271449, 'DIRECT OBSERVATION': 0.4769825220280225, 'OBSERVATION ADMIT': 0.4195555219275569, 'ELECTIVE': 0.5784763446663069, 'SURGICAL SAME DAY ADMISSION': 0.8336789472238249, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5168	0.2693	500	1.4350	0.7186	0.7145	0.7145	{}	{'EW EMER.': 0.5040613555606429, 'EU OBSERVATION': 0.38332178332178335, 'URGENT': 0.5228002258002515, 'DIRECT EMER.': 0.5270903010033445, 'DIRECT OBSERVATION': 0.49704429850998805, 'OBSERVATION ADMIT': 0.409641733741386, 'ELECTIVE': 0.5429477020602219, 'SURGICAL SAME DAY ADMISSION': 0.8584041910792681, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5012	0.2800	520	1.4297	0.7221	0.7183	0.7183	{}	{'EW EMER.': 0.5232318321392017, 'EU OBSERVATION': 0.5132932621958083, 'URGENT': 0.4322590183323477, 'DIRECT EMER.': 0.5199972647468609, 'DIRECT OBSERVATION': 0.47164815795417936, 'OBSERVATION ADMIT': 0.4047976091889339, 'ELECTIVE': 0.5970485167059392, 'SURGICAL SAME DAY ADMISSION': 0.85248596561795, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.527	0.2908	540	1.4233	0.7234	0.7196	0.7196	{}	{'EW EMER.': 0.5136329081574886, 'EU OBSERVATION': 0.5248765671035795, 'URGENT': 0.5372269443008452, 'DIRECT EMER.': 0.5181705022434506, 'DIRECT OBSERVATION': 0.4769825220280225, 'OBSERVATION ADMIT': 0.45507657773281596, 'ELECTIVE': 0.6746020422721807, 'SURGICAL SAME DAY ADMISSION': 0.8347151319391823, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4852	0.3016	560	1.4190	0.7356	0.7346	0.7346	{}	{'EW EMER.': 0.5633975796682538, 'EU OBSERVATION': 0.48190710403973785, 'URGENT': 0.5321790060945917, 'DIRECT EMER.': 0.4404823964209298, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5704045797854429, 'ELECTIVE': 0.6263560067752516, 'SURGICAL SAME DAY ADMISSION': 0.8644495675348669, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5008	0.3123	580	1.4138	0.7278	0.7247	0.7247	{}	{'EW EMER.': 0.5363626124716865, 'EU OBSERVATION': 0.403024091550043, 'URGENT': 0.5341935395452739, 'DIRECT EMER.': 0.418498161255882, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5596027322633366, 'ELECTIVE': 0.5098387279525626, 'SURGICAL SAME DAY ADMISSION': 0.8423236514522822, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.5023	0.3231	600	1.4105	0.7365	0.4910	0.7365	{}	{'EW EMER.': 0.580652012318148, 'EU OBSERVATION': 0.3556325291825065, 'URGENT': 0.5485527061392064, 'DIRECT EMER.': 0.4806515782757197, 'DIRECT OBSERVATION': 0.45200413797362815, 'OBSERVATION ADMIT': 0.4358975401835101, 'ELECTIVE': 0.568491462770639, 'SURGICAL SAME DAY ADMISSION': 0.8776797014546602, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4398	0.3339	620	1.4057	0.7409	0.7409	0.7409	{}	{'EW EMER.': 0.5322747208075687, 'EU OBSERVATION': 0.5882191138866533, 'URGENT': 0.460381206369127, 'DIRECT EMER.': 0.4721254355400697, 'DIRECT OBSERVATION': 0.4476890756302521, 'OBSERVATION ADMIT': 0.482626569964198, 'ELECTIVE': 0.5598628702644356, 'SURGICAL SAME DAY ADMISSION': 0.8736326654424709, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4531	0.3446	640	1.4009	0.7383	0.7364	0.7364	{}	{'EW EMER.': 0.5777293656033763, 'EU OBSERVATION': 0.49820654260749037, 'URGENT': 0.4200694608355532, 'DIRECT EMER.': 0.4253681392235609, 'DIRECT OBSERVATION': 0.42328516605106986, 'OBSERVATION ADMIT': 0.5716466893298672, 'ELECTIVE': 0.5574827644190348, 'SURGICAL SAME DAY ADMISSION': 0.8505297613920234, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4641	0.3554	660	1.3988	0.7274	0.7239	0.7239	{}	{'EW EMER.': 0.49582895013675576, 'EU OBSERVATION': 0.5486411216748296, 'URGENT': 0.5216070155534943, 'DIRECT EMER.': 0.5354720018397149, 'DIRECT OBSERVATION': 0.45558502012705804, 'OBSERVATION ADMIT': 0.4320965063944947, 'ELECTIVE': 0.673502393582611, 'SURGICAL SAME DAY ADMISSION': 0.848416839396755, 'AMBULATORY OBSERVATION': 0.48382646187011585}
1.4535	0.3662	680	1.3932	0.7429	0.4952	0.7428	{}	{'EW EMER.': 0.4829476199747688, 'EU OBSERVATION': 0.5898778359511343, 'URGENT': 0.43646445845858445, 'DIRECT EMER.': 0.29780003424071216, 'DIRECT OBSERVATION': 0.4180194805194805, 'OBSERVATION ADMIT': 0.5190737382105005, 'ELECTIVE': 0.5243634465247621, 'SURGICAL SAME DAY ADMISSION': 0.8614580611444996, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4578	0.3770	700	1.3923	0.7416	0.7412	0.7412	{}	{'EW EMER.': 0.4641776477656737, 'EU OBSERVATION': 0.6005715509495066, 'URGENT': 0.5852716931473101, 'DIRECT EMER.': 0.5520651993805732, 'DIRECT OBSERVATION': 0.45753944971126825, 'OBSERVATION ADMIT': 0.4626705377304648, 'ELECTIVE': 0.585250805338242, 'SURGICAL SAME DAY ADMISSION': 0.8606905914037354, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4543	0.3877	720	1.3874	0.7473	0.3737	0.7474	{}	{'EW EMER.': 0.35285082733358597, 'EU OBSERVATION': 0.5876728780799039, 'URGENT': 0.34953978304057626, 'DIRECT EMER.': 0.3098406373151979, 'DIRECT OBSERVATION': 0.45753944971126825, 'OBSERVATION ADMIT': 0.505908438763532, 'ELECTIVE': 0.5449527094296686, 'SURGICAL SAME DAY ADMISSION': 0.8754947768281102, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4465	0.3985	740	1.3844	0.7203	0.3613	0.7226	{}	{'EW EMER.': 0.3436250232402043, 'EU OBSERVATION': 0.24423874156676334, 'URGENT': 0.283370833511421, 'DIRECT EMER.': 0.3779120133444667, 'DIRECT OBSERVATION': 0.2736975775988169, 'OBSERVATION ADMIT': 0.25803663209045885, 'ELECTIVE': 0.3184568124807169, 'SURGICAL SAME DAY ADMISSION': 0.5716188025970634, 'AMBULATORY OBSERVATION': 0.3220836181362497}
1.4152	0.4093	760	1.3807	0.7417	0.3716	0.7432	{}	{'EW EMER.': 0.3541979422905455, 'EU OBSERVATION': 0.36783106021445516, 'URGENT': 0.2814524222242496, 'DIRECT EMER.': 0.32495567096460304, 'DIRECT OBSERVATION': 0.30452738153795705, 'OBSERVATION ADMIT': 0.27849857951642243, 'ELECTIVE': 0.39458703151868585, 'SURGICAL SAME DAY ADMISSION': 0.5745474798106377, 'AMBULATORY OBSERVATION': 0.31309041835357626}
1.4547	0.4200	780	1.3779	0.7383	0.4907	0.7360	{}	{'EW EMER.': 0.5495996359208374, 'EU OBSERVATION': 0.6015852506343402, 'URGENT': 0.5143641533483675, 'DIRECT EMER.': 0.32283266823180207, 'DIRECT OBSERVATION': 0.4777328815524833, 'OBSERVATION ADMIT': 0.4013304912847664, 'ELECTIVE': 0.6639852488247691, 'SURGICAL SAME DAY ADMISSION': 0.8606905914037354, 'AMBULATORY OBSERVATION': 0.4701130856219709}
1.4133	0.4308	800	1.3749	0.7519	0.3762	0.7524	{}	{'EW EMER.': 0.40108870386956746, 'EU OBSERVATION': 0.4015493109668195, 'URGENT': 0.3630259470476414, 'DIRECT EMER.': 0.311222971507543, 'DIRECT OBSERVATION': 0.3016691831857709, 'OBSERVATION ADMIT': 0.3913488601413997, 'ELECTIVE': 0.5690339504181987, 'SURGICAL SAME DAY ADMISSION': 0.5805892137197782, 'AMBULATORY OBSERVATION': 0.3135982698026494}
1.4242	0.4416	820	1.3717	0.7495	0.3749	0.7498	{}	{'EW EMER.': 0.5926052611458303, 'EU OBSERVATION': 0.3994782012294147, 'URGENT': 0.3514298871804802, 'DIRECT EMER.': 0.30909183155758496, 'DIRECT OBSERVATION': 0.452635698868062, 'OBSERVATION ADMIT': 0.45735142040270094, 'ELECTIVE': 0.5784858228588132, 'SURGICAL SAME DAY ADMISSION': 0.8748203680939106, 'AMBULATORY OBSERVATION': 0.31309041835357626}
1.3973	0.4523	840	1.3703	0.7207	0.4764	0.7146	{}	{'EW EMER.': 0.5537802786192113, 'EU OBSERVATION': 0.3179266362013406, 'URGENT': 0.5263882463549673, 'DIRECT EMER.': 0.30056497175141245, 'DIRECT OBSERVATION': 0.42328516605106986, 'OBSERVATION ADMIT': 0.4419784330985915, 'ELECTIVE': 0.557770942966861, 'SURGICAL SAME DAY ADMISSION': 0.8697757657563219, 'AMBULATORY OBSERVATION': 0.3133764832793959}
1.4348	0.4631	860	1.3669	0.7500	0.3753	0.7506	{}	{'EW EMER.': 0.37492165225429636, 'EU OBSERVATION': 0.27998116728290545, 'URGENT': 0.33062525033327955, 'DIRECT EMER.': 0.302904876066362, 'DIRECT OBSERVATION': 0.4482999707059857, 'OBSERVATION ADMIT': 0.5950559351756667, 'ELECTIVE': 0.6716375736743602, 'SURGICAL SAME DAY ADMISSION': 0.5819683878256682, 'AMBULATORY OBSERVATION': 0.31309041835357626}
1.4102	0.4739	880	1.3647	0.7509	0.3760	0.7521	{}	{'EW EMER.': 0.3896960059645505, 'EU OBSERVATION': 0.4103695971308265, 'URGENT': 0.299209571284932, 'DIRECT EMER.': 0.315263004213073, 'DIRECT OBSERVATION': 0.3049586776859504, 'OBSERVATION ADMIT': 0.39724652769499347, 'ELECTIVE': 0.6702352921247438, 'SURGICAL SAME DAY ADMISSION': 0.5816069407440327, 'AMBULATORY OBSERVATION': 0.31277056277056275}
1.4352	0.4847	900	1.3618	0.7527	0.3763	0.7526	{}	{'EW EMER.': 0.3912932661618087, 'EU OBSERVATION': 0.39160394878311017, 'URGENT': 0.4046762403978372, 'DIRECT EMER.': 0.32957010041271534, 'DIRECT OBSERVATION': 0.47326961682814, 'OBSERVATION ADMIT': 0.5457849527038595, 'ELECTIVE': 0.693279469088457, 'SURGICAL SAME DAY ADMISSION': 0.5867537719031262, 'AMBULATORY OBSERVATION': 0.3133764832793959}
1.4164	0.4954	920	1.3596	0.7401	0.3720	0.7440	{}	{'EW EMER.': 0.30714712153518126, 'EU OBSERVATION': 0.39223102688320416, 'URGENT': 0.2903323745605625, 'DIRECT EMER.': 0.318062053423976, 'DIRECT OBSERVATION': 0.3089510105173749, 'OBSERVATION ADMIT': 0.3301330172654651, 'ELECTIVE': 0.4620932655461208, 'SURGICAL SAME DAY ADMISSION': 0.5814341704693529, 'AMBULATORY OBSERVATION': 0.31356620633631194}
1.4047	0.5062	940	1.3577	0.6933	0.3594	0.7188	{}	{'EW EMER.': 0.27116684966095955, 'EU OBSERVATION': 0.3062655673743048, 'URGENT': 0.2881584303508915, 'DIRECT EMER.': 0.2361529066292456, 'DIRECT OBSERVATION': 0.292794600901277, 'OBSERVATION ADMIT': 0.2916857240922606, 'ELECTIVE': 0.3230006868805809, 'SURGICAL SAME DAY ADMISSION': 0.41739817487390307, 'AMBULATORY OBSERVATION': 0.31103770988164053}
1.4141	0.5170	960	1.3556	0.7137	0.3676	0.7352	{}	{'EW EMER.': 0.28442251790566303, 'EU OBSERVATION': 0.315792684131213, 'URGENT': 0.26338031466566775, 'DIRECT EMER.': 0.3170204544905697, 'DIRECT OBSERVATION': 0.22157586901044557, 'OBSERVATION ADMIT': 0.28419679270062903, 'ELECTIVE': 0.3256145232889419, 'SURGICAL SAME DAY ADMISSION': 0.422694306638318, 'AMBULATORY OBSERVATION': 0.31070640176600445}
1.4184	0.5277	980	1.3533	0.7551	0.3784	0.7567	{}	{'EW EMER.': 0.2857943298184171, 'EU OBSERVATION': 0.41901675781592723, 'URGENT': 0.30048701776413234, 'DIRECT EMER.': 0.3184274091024663, 'DIRECT OBSERVATION': 0.2978742035345809, 'OBSERVATION ADMIT': 0.2946903436699355, 'ELECTIVE': 0.6339436927672222, 'SURGICAL SAME DAY ADMISSION': 0.5854009892071245, 'AMBULATORY OBSERVATION': 0.3130575831305758}
1.416	0.5385	1000	1.3509	0.7255	0.3686	0.7371	{}	{'EW EMER.': 0.3394743720319941, 'EU OBSERVATION': 0.40527211864765045, 'URGENT': 0.2900342347241448, 'DIRECT EMER.': 0.25269810492427014, 'DIRECT OBSERVATION': 0.2438370555525367, 'OBSERVATION ADMIT': 0.2866173011586375, 'ELECTIVE': 0.35835331629724154, 'SURGICAL SAME DAY ADMISSION': 0.4218627092289399, 'AMBULATORY OBSERVATION': 0.3125342090859332}
1.4074	0.5493	1020	1.3493	0.7592	0.3803	0.7607	{}	{'EW EMER.': 0.393926234728736, 'EU OBSERVATION': 0.41629756397938583, 'URGENT': 0.30781050564555723, 'DIRECT EMER.': 0.32906796906796904, 'DIRECT OBSERVATION': 0.22539985859242131, 'OBSERVATION ADMIT': 0.5885224271115757, 'ELECTIVE': 0.47758749382365623, 'SURGICAL SAME DAY ADMISSION': 0.5883129317199561, 'AMBULATORY OBSERVATION': 0.31280388978930307}
1.4098	0.5600	1040	1.3477	0.7505	0.3770	0.7540	{}	{'EW EMER.': 0.3576395417965359, 'EU OBSERVATION': 0.30245249742105085, 'URGENT': 0.29864635108641713, 'DIRECT EMER.': 0.24913355568445475, 'DIRECT OBSERVATION': 0.3098677338568606, 'OBSERVATION ADMIT': 0.398613594719297, 'ELECTIVE': 0.49360949508008334, 'SURGICAL SAME DAY ADMISSION': 0.5899231137970835, 'AMBULATORY OBSERVATION': 0.3308822236523293}
1.3895	0.5708	1060	1.3459	0.7410	0.3731	0.7463	{}	{'EW EMER.': 0.29510956102382024, 'EU OBSERVATION': 0.2892971870381454, 'URGENT': 0.27110745614035087, 'DIRECT EMER.': 0.314961081745212, 'DIRECT OBSERVATION': 0.22233019639934534, 'OBSERVATION ADMIT': 0.29688714832839, 'ELECTIVE': 0.3102163744268642, 'SURGICAL SAME DAY ADMISSION': 0.43675553220828683, 'AMBULATORY OBSERVATION': 0.3138528138528139}
1.3754	0.5816	1080	1.3448	0.7471	0.3741	0.7482	{}	{'EW EMER.': 0.39996478277115854, 'EU OBSERVATION': 0.39183035897797275, 'URGENT': 0.3051414824149387, 'DIRECT EMER.': 0.3251611149934001, 'DIRECT OBSERVATION': 0.23826248885565557, 'OBSERVATION ADMIT': 0.3185913267473975, 'ELECTIVE': 0.47423890102638294, 'SURGICAL SAME DAY ADMISSION': 0.5812428266929005, 'AMBULATORY OBSERVATION': 0.3580228514654744}
1.3926	0.5924	1100	1.3427	0.7564	0.3785	0.7571	{}	{'EW EMER.': 0.4010206585429515, 'EU OBSERVATION': 0.41803380211028013, 'URGENT': 0.4124787873426654, 'DIRECT EMER.': 0.24285572926974075, 'DIRECT OBSERVATION': 0.301985970736601, 'OBSERVATION ADMIT': 0.5870694849770195, 'ELECTIVE': 0.4228716959671637, 'SURGICAL SAME DAY ADMISSION': 0.5889576433707548, 'AMBULATORY OBSERVATION': 0.31280388978930307}
1.3805	0.6031	1120	1.3403	0.7279	0.3630	0.7260	{}	{'EW EMER.': 0.4025628958243514, 'EU OBSERVATION': 0.30887877847861306, 'URGENT': 0.3091537978539545, 'DIRECT EMER.': 0.3245759596180407, 'DIRECT OBSERVATION': 0.22627954890479288, 'OBSERVATION ADMIT': 0.3234249773550117, 'ELECTIVE': 0.4436902205504394, 'SURGICAL SAME DAY ADMISSION': 0.5899505961094796, 'AMBULATORY OBSERVATION': 0.31277056277056275}
1.3977	0.6139	1140	1.3388	0.7585	0.3796	0.7591	{}	{'EW EMER.': 0.38644612545074314, 'EU OBSERVATION': 0.31747183926925154, 'URGENT': 0.42020888177070875, 'DIRECT EMER.': 0.33640319773575683, 'DIRECT OBSERVATION': 0.3067067871291131, 'OBSERVATION ADMIT': 0.39598689598689596, 'ELECTIVE': 0.70569136090987, 'SURGICAL SAME DAY ADMISSION': 0.5929244132142683, 'AMBULATORY OBSERVATION': 0.3219464720194647}
1.391	0.6247	1160	1.3372	0.7612	0.3807	0.7615	{}	{'EW EMER.': 0.3700891215048527, 'EU OBSERVATION': 0.4333465306050835, 'URGENT': 0.40859684442627997, 'DIRECT EMER.': 0.32906796906796904, 'DIRECT OBSERVATION': 0.45971623202783907, 'OBSERVATION ADMIT': 0.5815585777902498, 'ELECTIVE': 0.7087466129713874, 'SURGICAL SAME DAY ADMISSION': 0.5953988188439224, 'AMBULATORY OBSERVATION': 0.3219793072424651}
1.3965	0.6354	1180	1.3360	0.7508	0.3760	0.7520	{}	{'EW EMER.': 0.3239860684417136, 'EU OBSERVATION': 0.40699126092384513, 'URGENT': 0.29972921051107293, 'DIRECT EMER.': 0.27936466755415296, 'DIRECT OBSERVATION': 0.3204576918749419, 'OBSERVATION ADMIT': 0.358853005841431, 'ELECTIVE': 0.49514126638309647, 'SURGICAL SAME DAY ADMISSION': 0.5816418228341518, 'AMBULATORY OBSERVATION': 0.33062770562770566}
1.3852	0.6462	1200	1.3347	0.7489	0.3741	0.7483	{}	{'EW EMER.': 0.3723343012174021, 'EU OBSERVATION': 0.3885654933114185, 'URGENT': 0.26257158331692093, 'DIRECT EMER.': 0.32360235652782926, 'DIRECT OBSERVATION': 0.3056910821355714, 'OBSERVATION ADMIT': 0.5822099542538085, 'ELECTIVE': 0.4516989520482693, 'SURGICAL SAME DAY ADMISSION': 0.5938692329669774, 'AMBULATORY OBSERVATION': 0.31309041835357626}
1.3883	0.6570	1220	1.3334	0.7506	0.3767	0.7535	{}	{'EW EMER.': 0.297282181768503, 'EU OBSERVATION': 0.2895271149124087, 'URGENT': 0.29853439112110336, 'DIRECT EMER.': 0.3250638350151245, 'DIRECT OBSERVATION': 0.2986910355331408, 'OBSERVATION ADMIT': 0.2975768348175483, 'ELECTIVE': 0.4186643671553128, 'SURGICAL SAME DAY ADMISSION': 0.4435446888392548, 'AMBULATORY OBSERVATION': 0.3129915920802821}
1.377	0.6677	1240	1.3320	0.7301	0.3711	0.7421	{}	{'EW EMER.': 0.2757722126130105, 'EU OBSERVATION': 0.3197017766497462, 'URGENT': 0.29475814041031434, 'DIRECT EMER.': 0.2894418303327878, 'DIRECT OBSERVATION': 0.26270529143000365, 'OBSERVATION ADMIT': 0.3118572292800968, 'ELECTIVE': 0.36742081447963804, 'SURGICAL SAME DAY ADMISSION': 0.43280263425894494, 'AMBULATORY OBSERVATION': 0.32868339787614914}
1.4117	0.6785	1260	1.3303	0.7356	0.3728	0.7455	{}	{'EW EMER.': 0.2884751773049645, 'EU OBSERVATION': 0.3061978459589103, 'URGENT': 0.28001222699586076, 'DIRECT EMER.': 0.24627283604919387, 'DIRECT OBSERVATION': 0.22413659714055828, 'OBSERVATION ADMIT': 0.2925324571950131, 'ELECTIVE': 0.3514770839503947, 'SURGICAL SAME DAY ADMISSION': 0.43744233643580466, 'AMBULATORY OBSERVATION': 0.31904341427520233}
1.4008	0.6893	1280	1.3296	0.7341	0.3740	0.7481	{}	{'EW EMER.': 0.29164516610237967, 'EU OBSERVATION': 0.31509081567892655, 'URGENT': 0.305164038859691, 'DIRECT EMER.': 0.24688417877272367, 'DIRECT OBSERVATION': 0.22789824854045038, 'OBSERVATION ADMIT': 0.2932181978913855, 'ELECTIVE': 0.35667498440424206, 'SURGICAL SAME DAY ADMISSION': 0.43362241269098145, 'AMBULATORY OBSERVATION': 0.31696549171986305}
1.3668	0.7001	1300	1.3287	0.7206	0.3698	0.7397	{}	{'EW EMER.': 0.2931605469923614, 'EU OBSERVATION': 0.3123354056037646, 'URGENT': 0.2959358361094502, 'DIRECT EMER.': 0.2413111087550298, 'DIRECT OBSERVATION': 0.22643601133491614, 'OBSERVATION ADMIT': 0.28956693207079875, 'ELECTIVE': 0.35108651113827993, 'SURGICAL SAME DAY ADMISSION': 0.42017651888341545, 'AMBULATORY OBSERVATION': 0.3391231028667791}
1.3852	0.7108	1320	1.3277	0.7347	0.3743	0.7485	{}	{'EW EMER.': 0.2905750176928521, 'EU OBSERVATION': 0.31887776692999364, 'URGENT': 0.2997132136156526, 'DIRECT EMER.': 0.2421348031813148, 'DIRECT OBSERVATION': 0.22500811139386973, 'OBSERVATION ADMIT': 0.2956093012304985, 'ELECTIVE': 0.3432895191975095, 'SURGICAL SAME DAY ADMISSION': 0.42503462060353214, 'AMBULATORY OBSERVATION': 0.3197409566102322}
1.3715	0.7216	1340	1.3265	0.6883	0.3612	0.7223	{}	{'EW EMER.': 0.2867048119036734, 'EU OBSERVATION': 0.3196178351506235, 'URGENT': 0.2413396960056557, 'DIRECT EMER.': 0.24016198609032485, 'DIRECT OBSERVATION': 0.2294746775715634, 'OBSERVATION ADMIT': 0.28865072982511697, 'ELECTIVE': 0.34217889546486346, 'SURGICAL SAME DAY ADMISSION': 0.4111992409960452, 'AMBULATORY OBSERVATION': 0.318725278173078}
1.3867	0.7324	1360	1.3260	0.6699	0.3553	0.7106	{}	{'EW EMER.': 0.2756197960520161, 'EU OBSERVATION': 0.3005456835035679, 'URGENT': 0.2600305372055341, 'DIRECT EMER.': 0.2478325479688318, 'DIRECT OBSERVATION': 0.2454760768185657, 'OBSERVATION ADMIT': 0.25974426484817414, 'ELECTIVE': 0.3424933471318746, 'SURGICAL SAME DAY ADMISSION': 0.40085359567907153, 'AMBULATORY OBSERVATION': 0.27677760704058113}
1.3621	0.7431	1380	1.3253	0.7130	0.3679	0.7358	{}	{'EW EMER.': 0.2866914537821106, 'EU OBSERVATION': 0.31598830124299293, 'URGENT': 0.2697936086811033, 'DIRECT EMER.': 0.23848210006740184, 'DIRECT OBSERVATION': 0.22643097643097643, 'OBSERVATION ADMIT': 0.2852057722792778, 'ELECTIVE': 0.3356223175965665, 'SURGICAL SAME DAY ADMISSION': 0.4264234396573916, 'AMBULATORY OBSERVATION': 0.3289131705078706}
1.373	0.7539	1400	1.3248	0.6901	0.3625	0.7250	{}	{'EW EMER.': 0.2652330248273075, 'EU OBSERVATION': 0.316932724116394, 'URGENT': 0.2937969987448489, 'DIRECT EMER.': 0.2510475423045931, 'DIRECT OBSERVATION': 0.22346570971617719, 'OBSERVATION ADMIT': 0.2773533250565053, 'ELECTIVE': 0.3381097160778081, 'SURGICAL SAME DAY ADMISSION': 0.4153027704293729, 'AMBULATORY OBSERVATION': 0.33835382795521446}
1.35	0.7647	1420	1.3236	0.6827	0.3605	0.7210	{}	{'EW EMER.': 0.2646724441202969, 'EU OBSERVATION': 0.3207134813118384, 'URGENT': 0.28844454777958617, 'DIRECT EMER.': 0.24766042091810442, 'DIRECT OBSERVATION': 0.22566503106844563, 'OBSERVATION ADMIT': 0.2746263313427039, 'ELECTIVE': 0.33890060131134936, 'SURGICAL SAME DAY ADMISSION': 0.4140494457614001, 'AMBULATORY OBSERVATION': 0.33885886370358415}
1.3988	0.7754	1440	1.3230	0.7024	0.3659	0.7318	{}	{'EW EMER.': 0.2766544106187496, 'EU OBSERVATION': 0.3202678913126674, 'URGENT': 0.298128416437748, 'DIRECT EMER.': 0.2547104340886221, 'DIRECT OBSERVATION': 0.2270325868437047, 'OBSERVATION ADMIT': 0.2776753063450311, 'ELECTIVE': 0.35125680396457876, 'SURGICAL SAME DAY ADMISSION': 0.42225516120999396, 'AMBULATORY OBSERVATION': 0.24967532467532466}
1.4055	0.7862	1460	1.3221	0.7031	0.3659	0.7318	{}	{'EW EMER.': 0.28306465261910807, 'EU OBSERVATION': 0.315505864881344, 'URGENT': 0.28761099428041087, 'DIRECT EMER.': 0.24507238548519425, 'DIRECT OBSERVATION': 0.22301393762762942, 'OBSERVATION ADMIT': 0.28720665688574576, 'ELECTIVE': 0.33744451669446723, 'SURGICAL SAME DAY ADMISSION': 0.42455538596909226, 'AMBULATORY OBSERVATION': 0.31602434377802985}
1.3625	0.7970	1480	1.3213	0.7205	0.3706	0.7412	{}	{'EW EMER.': 0.281303374163423, 'EU OBSERVATION': 0.3249307692661542, 'URGENT': 0.3006817085945164, 'DIRECT EMER.': 0.25188531029065203, 'DIRECT OBSERVATION': 0.22900027331531478, 'OBSERVATION ADMIT': 0.27029942655167016, 'ELECTIVE': 0.3549242424242424, 'SURGICAL SAME DAY ADMISSION': 0.43043064852522195, 'AMBULATORY OBSERVATION': 0.344622051859609}
1.377	0.8078	1500	1.3207	0.7121	0.3684	0.7367	{}	{'EW EMER.': 0.28649037224801815, 'EU OBSERVATION': 0.3288447033431194, 'URGENT': 0.2967678106889244, 'DIRECT EMER.': 0.25377622948588846, 'DIRECT OBSERVATION': 0.22727847131806694, 'OBSERVATION ADMIT': 0.27597975253093365, 'ELECTIVE': 0.349874686716792, 'SURGICAL SAME DAY ADMISSION': 0.4264282188529439, 'AMBULATORY OBSERVATION': 0.3340712359869448}
1.3457	0.8185	1520	1.3203	0.7229	0.3714	0.7427	{}	{'EW EMER.': 0.29137523230761875, 'EU OBSERVATION': 0.3252014776373968, 'URGENT': 0.2924644178245946, 'DIRECT EMER.': 0.25445248961943656, 'DIRECT OBSERVATION': 0.2280175706646295, 'OBSERVATION ADMIT': 0.28145530191938517, 'ELECTIVE': 0.3532305748743195, 'SURGICAL SAME DAY ADMISSION': 0.4310273567288896, 'AMBULATORY OBSERVATION': 0.33774822898917356}
1.3848	0.8293	1540	1.3196	0.7014	0.3660	0.7321	{}	{'EW EMER.': 0.284722906002171, 'EU OBSERVATION': 0.32468440227060913, 'URGENT': 0.2966344880360244, 'DIRECT EMER.': 0.25948627848853034, 'DIRECT OBSERVATION': 0.23554072296385178, 'OBSERVATION ADMIT': 0.277352540324537, 'ELECTIVE': 0.34592819850368695, 'SURGICAL SAME DAY ADMISSION': 0.4174862064162119, 'AMBULATORY OBSERVATION': 0.3252660706683695}
1.3887	0.8401	1560	1.3191	0.7183	0.3700	0.7400	{}	{'EW EMER.': 0.2852019515877519, 'EU OBSERVATION': 0.32332997599287605, 'URGENT': 0.3006925293459519, 'DIRECT EMER.': 0.26566541153202494, 'DIRECT OBSERVATION': 0.23209372471124842, 'OBSERVATION ADMIT': 0.37170307506577355, 'ELECTIVE': 0.35766734330752076, 'SURGICAL SAME DAY ADMISSION': 0.4272946517236487, 'AMBULATORY OBSERVATION': 0.345072175211548}
1.3789	0.8508	1580	1.3185	0.6993	0.3645	0.7291	{}	{'EW EMER.': 0.2803700071434625, 'EU OBSERVATION': 0.3180494563416765, 'URGENT': 0.2886637403491336, 'DIRECT EMER.': 0.25406790297316395, 'DIRECT OBSERVATION': 0.22718059826670395, 'OBSERVATION ADMIT': 0.28326294295798665, 'ELECTIVE': 0.34814585006204835, 'SURGICAL SAME DAY ADMISSION': 0.42090914329342954, 'AMBULATORY OBSERVATION': 0.32641029565014607}
1.3699	0.8616	1600	1.3184	0.7148	0.3691	0.7383	{}	{'EW EMER.': 0.28590650372478443, 'EU OBSERVATION': 0.31685256685256685, 'URGENT': 0.3087116932032187, 'DIRECT EMER.': 0.25410007530750567, 'DIRECT OBSERVATION': 0.22880563676001242, 'OBSERVATION ADMIT': 0.2859815193269725, 'ELECTIVE': 0.35189524205434414, 'SURGICAL SAME DAY ADMISSION': 0.4240883366665248, 'AMBULATORY OBSERVATION': 0.32886255498698264}
1.3703	0.8724	1620	1.3180	0.6927	0.3626	0.7251	{}	{'EW EMER.': 0.2820388443468121, 'EU OBSERVATION': 0.3085693836918534, 'URGENT': 0.30218280048812457, 'DIRECT EMER.': 0.24444339197575113, 'DIRECT OBSERVATION': 0.2248994810416569, 'OBSERVATION ADMIT': 0.28838182483701513, 'ELECTIVE': 0.3519802536735045, 'SURGICAL SAME DAY ADMISSION': 0.42131033848879085, 'AMBULATORY OBSERVATION': 0.3163059163059163}
1.3867	0.8831	1640	1.3179	0.6924	0.3621	0.7242	{}	{'EW EMER.': 0.278774393023632, 'EU OBSERVATION': 0.3159985700667302, 'URGENT': 0.28466695133147996, 'DIRECT EMER.': 0.24745629922061008, 'DIRECT OBSERVATION': 0.23140742783599927, 'OBSERVATION ADMIT': 0.28410662017616034, 'ELECTIVE': 0.352169878476636, 'SURGICAL SAME DAY ADMISSION': 0.41763138862102217, 'AMBULATORY OBSERVATION': 0.3313657407407407}
1.3594	0.8939	1660	1.3176	0.7153	0.3687	0.7374	{}	{'EW EMER.': 0.2876086329373355, 'EU OBSERVATION': 0.3189412047173834, 'URGENT': 0.286750116713352, 'DIRECT EMER.': 0.2465986394557823, 'DIRECT OBSERVATION': 0.22776271030615058, 'OBSERVATION ADMIT': 0.28765526987826345, 'ELECTIVE': 0.35539253341527116, 'SURGICAL SAME DAY ADMISSION': 0.4299643661350605, 'AMBULATORY OBSERVATION': 0.32813938127361914}
1.3672	0.9047	1680	1.3175	0.7170	0.3696	0.7393	{}	{'EW EMER.': 0.28721376659287423, 'EU OBSERVATION': 0.3224194604190599, 'URGENT': 0.2971132516995101, 'DIRECT EMER.': 0.24841398090792113, 'DIRECT OBSERVATION': 0.23096619813844818, 'OBSERVATION ADMIT': 0.2863489111745736, 'ELECTIVE': 0.35553216374269003, 'SURGICAL SAME DAY ADMISSION': 0.43183286605978793, 'AMBULATORY OBSERVATION': 0.3276750803054665}
1.3789	0.9155	1700	1.3173	0.7128	0.3680	0.7359	{}	{'EW EMER.': 0.2870356260791386, 'EU OBSERVATION': 0.3236267000376126, 'URGENT': 0.2956956956956957, 'DIRECT EMER.': 0.24474274003442584, 'DIRECT OBSERVATION': 0.22601478134334074, 'OBSERVATION ADMIT': 0.2867958600270553, 'ELECTIVE': 0.35503320402393324, 'SURGICAL SAME DAY ADMISSION': 0.4287969194477208, 'AMBULATORY OBSERVATION': 0.33636616025837013}
1.375	0.9262	1720	1.3169	0.7184	0.3701	0.7402	{}	{'EW EMER.': 0.28979769794209975, 'EU OBSERVATION': 0.32829927628778205, 'URGENT': 0.2960998628700492, 'DIRECT EMER.': 0.2427935181923406, 'DIRECT OBSERVATION': 0.2270239754830236, 'OBSERVATION ADMIT': 0.28899345882787547, 'ELECTIVE': 0.3508229844273605, 'SURGICAL SAME DAY ADMISSION': 0.4296436819531507, 'AMBULATORY OBSERVATION': 0.3301607996523251}
1.352	0.9370	1740	1.3167	0.7208	0.3705	0.7411	{}	{'EW EMER.': 0.29154385080527534, 'EU OBSERVATION': 0.32337545495440234, 'URGENT': 0.29379741405057863, 'DIRECT EMER.': 0.24550968450479232, 'DIRECT OBSERVATION': 0.2303615009151922, 'OBSERVATION ADMIT': 0.2863039525522335, 'ELECTIVE': 0.3569285154437993, 'SURGICAL SAME DAY ADMISSION': 0.4325724614115384, 'AMBULATORY OBSERVATION': 0.32942993087350747}
1.3645	0.9478	1760	1.3167	0.7241	0.3717	0.7435	{}	{'EW EMER.': 0.28842032125865563, 'EU OBSERVATION': 0.32460347911361076, 'URGENT': 0.3010470469346508, 'DIRECT EMER.': 0.2518075660256823, 'DIRECT OBSERVATION': 0.23003880349608197, 'OBSERVATION ADMIT': 0.2871520948805054, 'ELECTIVE': 0.3595319734932855, 'SURGICAL SAME DAY ADMISSION': 0.432175622542595, 'AMBULATORY OBSERVATION': 0.33938115330520396}
1.3754	0.9585	1780	1.3165	0.7210	0.3714	0.7428	{}	{'EW EMER.': 0.2867755818326161, 'EU OBSERVATION': 0.3255952380952381, 'URGENT': 0.30480864086033455, 'DIRECT EMER.': 0.25374690313243553, 'DIRECT OBSERVATION': 0.24458364038319824, 'OBSERVATION ADMIT': 0.28596760304301083, 'ELECTIVE': 0.3544727663995251, 'SURGICAL SAME DAY ADMISSION': 0.4280304525621347, 'AMBULATORY OBSERVATION': 0.3355907488029389}
1.3898	0.9693	1800	1.3164	0.7228	0.3716	0.7432	{}	{'EW EMER.': 0.2873558529396984, 'EU OBSERVATION': 0.3277441320919582, 'URGENT': 0.3020802708283681, 'DIRECT EMER.': 0.2518779574132492, 'DIRECT OBSERVATION': 0.23759562801119619, 'OBSERVATION ADMIT': 0.2873916112119379, 'ELECTIVE': 0.35386340600806543, 'SURGICAL SAME DAY ADMISSION': 0.4316022280471822, 'AMBULATORY OBSERVATION': 0.32833899264289756}
1.3773	0.9801	1820	1.3164	0.7208	0.3711	0.7422	{}	{'EW EMER.': 0.28860826253600824, 'EU OBSERVATION': 0.32434972690269387, 'URGENT': 0.3021131528724987, 'DIRECT EMER.': 0.2521312110644133, 'DIRECT OBSERVATION': 0.2354638185795277, 'OBSERVATION ADMIT': 0.28473033156907646, 'ELECTIVE': 0.35821292261549903, 'SURGICAL SAME DAY ADMISSION': 0.43095509302405854, 'AMBULATORY OBSERVATION': 0.33769987120283984}
1.3746	0.9908	1840	1.3164	0.7217	0.3713	0.7426	{}	{'EW EMER.': 0.2878308486540901, 'EU OBSERVATION': 0.32762600755024995, 'URGENT': 0.3038660025248657, 'DIRECT EMER.': 0.2526666009463722, 'DIRECT OBSERVATION': 0.23461582711385087, 'OBSERVATION ADMIT': 0.2856907401857956, 'ELECTIVE': 0.3555280445926442, 'SURGICAL SAME DAY ADMISSION': 0.4297629757785467, 'AMBULATORY OBSERVATION': 0.3372943263157157}

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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