{ "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" } }