{ "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" ] }