Hugging Face's logo

MorbidCorp
/
thermal-mortality-model

Tabular Classification
English
thrml
thermal_energy_based_model
mortality-prediction
actuarial-science
probabilistic-modeling
thermal-computing
energy-based-models
life-expectancy
death-probability
uncertainty-quantification
Model card Files
xet
 Community
thermal-mortality-model
File size: 1,217 Bytes
35679ce
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
{
  "model_type": "thermal_energy_based_model",
  "version": "0.1.1",
  "framework": "thrml",
  "task": "mortality_prediction",
  "thermal_config": {
    "sampling": {
      "default_samples": 1000,
      "burn_in": 200,
      "thinning": 2,
      "blocking_strategy": "demographic"
    },
    "model": {
      "energy_based": true,
      "uncertainty_quantification": true,
      "demographic_interactions": true
    },
    "performance": {
      "gpu_acceleration": true,
      "jax_backend": true,
      "memory_efficient": true
    }
  },
  "performance_metrics": {
    "baseline_accuracy": 0.85,
    "uncertainty_coverage": 0.95,
    "demographic_factors": 4.0,
    "sampling_efficiency": 0.92
  },
  "deployment_timestamp": "2025-10-29T19:52:01.188983",
  "model_architecture": {
    "sampling_method": "block_gibbs",
    "energy_based_model": true,
    "uncertainty_quantification": true,
    "demographic_factors": [
      "age",
      "country",
      "sex",
      "year"
    ],
    "output_types": [
      "life_expectancy",
      "death_probability"
    ]
  },
  "requirements": [
    "thrml>=0.1.3",
    "jax>=0.8.0",
    "jaxlib>=0.8.0",
    "networkx>=3.5",
    "numpy>=2.3.0",
    "pandas>=2.3.0"
  ]
}