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63603f7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 | {
"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
}
} |