{ "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 } }