| { | |
| "model_type": "RandomForestClassifier", | |
| "framework": "sklearn", | |
| "task": "classification", | |
| "features": [ | |
| "SPC_D7", | |
| "SPC_D14", | |
| "SPC_D21", | |
| "TGN_D7", | |
| "TGN_D14", | |
| "TGN_D21" | |
| ], | |
| "feature_descriptions": { | |
| "SPC_D7": "Standard Plate Count at Day 7 (log CFU/mL)", | |
| "SPC_D14": "Standard Plate Count at Day 14 (log CFU/mL)", | |
| "SPC_D21": "Standard Plate Count at Day 21 (log CFU/mL)", | |
| "TGN_D7": "Total Gram-Negative count at Day 7 (log CFU/mL)", | |
| "TGN_D14": "Total Gram-Negative count at Day 14 (log CFU/mL)", | |
| "TGN_D21": "Total Gram-Negative count at Day 21 (log CFU/mL)" | |
| }, | |
| "classes": [ | |
| "PPC", | |
| "no spoilage", | |
| "spore spoilage" | |
| ], | |
| "class_descriptions": { | |
| "PPC": "Post-Pasteurization Contamination", | |
| "no spoilage": "No spoilage detected", | |
| "spore spoilage": "Spore-forming bacteria spoilage" | |
| }, | |
| "hyperparameters": { | |
| "n_estimators": 100, | |
| "max_depth": null, | |
| "min_samples_split": 5, | |
| "min_samples_leaf": 1, | |
| "random_state": 42 | |
| } | |
| } |