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Provenance:Dataset:Turkey Energy v2024Model:ENSM v4.0Run:18 Oct 2025
forecast_ensm_v40_202510…DeterministicENSM v4.0 — Run Detail
DeterministicSame inputs → identical outputs every run. ENSM R²=0.9799 (capacity). HNSM: K_max=239.41 GW, α=0.0972, t₀=2024.39, R²=0.9131. 78 DM tests vs 16 benchmarks, all p<0.001. 733 manuscript figures generated.
Interpretation Guardrail
These results are scenario-based projections, not forecasts. They reflect model assumptions about technology costs, policy choices, and demand trajectories. Actual outcomes will differ. Always consult the full methodology and assumption registry before drawing policy conclusions.
Frozen Metrics Snapshot
READ-ONLY · Not recomputedThese values are stored in frozen_metrics_snapshot and written at import time. They are never recalculated from raw artifacts.
Run Metadata
Artifact Manifest (6)
frozen_artifact_manifest · Integrity verified📊
Model ranking (17 benchmarks)
/research/figures/model_ranking.png
figureimage/png146 KBsha256:
55c6d748📊
System architecture
/research/figures/graphical_abstract.png
figureimage/png1162 KBsha256:
66d7e859📊
S-curve parameters
/research/figures/scurve_parameters.png
figureimage/png717 KBsha256:
77e8f96a📊
Neural network layers
/research/figures/neural_network_layers.png
figureimage/png589 KBsha256:
88f9a07b📈
Full forecast results
Forecast/outputs/comprehensive_results_20251017_231638.json
metrics_jsonapplication/json168 KBsha256:
99a0b18c⚙️
Model config
Forecast/outputs/04_Raw_Data/feature_columns_20251017_231638.json
configapplication/json12 KBsha256:
aab1c29dTraceability Chain
📦 Dataset: Turkey Energy v2024→🧪 Run: forecast_ensm_v40_20251017→📊 6 Artifacts→📰 Insights