| { | |
| "model_name": "BERT Suicide Risk Detection", | |
| "model_type": "bert-base-uncased", | |
| "task": "Binary Classification (Suicide vs Non-Suicide)", | |
| "created_date": "2025-07-03T20:35:44.437244", | |
| "performance": { | |
| "test_f1": 0.9772, | |
| "test_accuracy": 0.9772, | |
| "test_precision": 0.9773, | |
| "test_recall": 0.9772, | |
| "best_val_f1": 0.9776 | |
| }, | |
| "training_details": { | |
| "epochs": 5, | |
| "batch_size": 32, | |
| "learning_rate": 2e-05, | |
| "max_length": 512, | |
| "dataset_size": 232074, | |
| "training_time": "approximately 45 minutes" | |
| }, | |
| "usage_instructions": { | |
| "input": "Text string (any length)", | |
| "output": "Prediction (suicide/non-suicide) with confidence scores", | |
| "preprocessing": "Automatic text cleaning and tokenization" | |
| } | |
| } |