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"cells": [
{
"cell_type": "markdown",
"id": "d25d570f",
"metadata": {},
"source": [
"# NephroScreen -- Model Analysis: Calibration & Interpretability\n",
"\n",
"Beyond the headline accuracy, the questions a reviewer actually cares about:\n",
"1. **Is the model calibrated?** 2. **What drives predictions (SHAP)?** 3. **Where should the screening threshold sit?**\n",
"\n",
"> Extra deps: `pip install -e \".[analysis]\"` (shap + matplotlib; kept out of the serving path)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3ec2ab8e",
"metadata": {
"execution": {
"iopub.execute_input": "2026-07-03T10:56:14.333820Z",
"iopub.status.busy": "2026-07-03T10:56:14.327254Z",
"iopub.status.idle": "2026-07-03T10:56:16.039506Z",
"shell.execute_reply": "2026-07-03T10:56:16.039506Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test patients: 80 | mean predicted P(CKD): 0.603\n"
]
}
],
"source": [
"import warnings; warnings.filterwarnings(\"ignore\")\n",
"import numpy as np, joblib\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.calibration import calibration_curve\n",
"from sklearn.metrics import precision_recall_curve\n",
"from nephroscreen.config import DATA_PATH, MODEL_PATH, MODEL_COLUMNS, RANDOM_STATE, TEST_SIZE\n",
"from nephroscreen.preprocessing import load_dataset\n",
"\n",
"model = joblib.load(MODEL_PATH)\n",
"df = load_dataset(DATA_PATH)\n",
"X, y = df.drop(columns=[\"target\"]), df[\"target\"]\n",
"Xtr, Xte, ytr, yte = train_test_split(X, y, test_size=TEST_SIZE, random_state=RANDOM_STATE, stratify=y)\n",
"prob = model.predict_proba(Xte)[:, 1]\n",
"pre, rf = model.named_steps[\"preprocess\"], model.named_steps[\"model\"]\n",
"Xte_enc = pre.transform(Xte)\n",
"print(\"Test patients:\", len(Xte), \"| mean predicted P(CKD):\", round(float(prob.mean()), 3))"
]
},
{
"cell_type": "markdown",
"id": "de12b9cf",
"metadata": {},
"source": [
"## 1. Calibration\n",
"Does a 0.8 prediction mean CKD about 80% of the time? Tree ensembles are often over-confident, so this is worth checking before trusting probabilities."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "290f4436",
"metadata": {
"execution": {
"iopub.execute_input": "2026-07-03T10:56:16.042037Z",
"iopub.status.busy": "2026-07-03T10:56:16.042037Z",
"iopub.status.idle": "2026-07-03T10:56:16.170162Z",
"shell.execute_reply": "2026-07-03T10:56:16.170162Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp, mp = calibration_curve(yte, prob, n_bins=5, strategy=\"quantile\")\n",
"plt.figure(figsize=(5,5)); plt.plot([0,1],[0,1],\"k--\",label=\"Perfect\")\n",
"plt.plot(mp, fp, \"o-\", color=\"#0d9488\", label=\"Random Forest\")\n",
"plt.xlabel(\"Mean predicted probability\"); plt.ylabel(\"Observed CKD fraction\")\n",
"plt.title(\"Reliability curve\"); plt.legend(); plt.tight_layout(); plt.show()"
]
},
{
"cell_type": "markdown",
"id": "92c53305",
"metadata": {},
"source": [
"## 2. SHAP interpretability\n",
"Global attributions (beeswarm) then a single-patient breakdown."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "56837f11",
"metadata": {
"execution": {
"iopub.execute_input": "2026-07-03T10:56:16.170162Z",
"iopub.status.busy": "2026-07-03T10:56:16.170162Z",
"iopub.status.idle": "2026-07-03T10:56:16.819999Z",
"shell.execute_reply": "2026-07-03T10:56:16.819999Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x630 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import shap\n",
"expl = shap.TreeExplainer(rf)\n",
"sv = expl.shap_values(Xte_enc)\n",
"sv = sv[1] if isinstance(sv, list) else (sv[..., 1] if sv.ndim == 3 else sv)\n",
"shap.summary_plot(sv, Xte_enc, feature_names=MODEL_COLUMNS, max_display=12, show=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6ee8905a",
"metadata": {
"execution": {
"iopub.execute_input": "2026-07-03T10:56:16.823057Z",
"iopub.status.busy": "2026-07-03T10:56:16.823057Z",
"iopub.status.idle": "2026-07-03T10:56:16.987349Z",
"shell.execute_reply": "2026-07-03T10:56:16.987349Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"idx = int(np.argmax(prob))\n",
"contrib = dict(zip(MODEL_COLUMNS, sv[idx]))\n",
"top = sorted(contrib.items(), key=lambda kv: abs(kv[1]), reverse=True)[:8][::-1]\n",
"names = [k for k, _ in top]; vals = [v for _, v in top]\n",
"plt.figure(figsize=(7,4))\n",
"plt.barh(names, vals, color=[\"#dc2626\" if v > 0 else \"#2563eb\" for v in vals])\n",
"plt.axvline(0, color=\"k\", lw=.8)\n",
"plt.title(f\"Why patient #{idx} was flagged (P(CKD)={prob[idx]:.2f})\")\n",
"plt.xlabel(\"SHAP value (red pushes toward CKD)\"); plt.tight_layout(); plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6a0b6946",
"metadata": {},
"source": [
"## 3. Screening threshold\n",
"For screening, false negatives (missed CKD) are the costly error -- the basis for the recall-tuned threshold the API serves."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f1c7022f",
"metadata": {
"execution": {
"iopub.execute_input": "2026-07-03T10:56:16.990491Z",
"iopub.status.busy": "2026-07-03T10:56:16.989416Z",
"iopub.status.idle": "2026-07-03T10:56:17.106096Z",
"shell.execute_reply": "2026-07-03T10:56:17.104074Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pr, rc, th = precision_recall_curve(yte, prob)\n",
"plt.figure(figsize=(6,4)); plt.plot(th, pr[:-1], label=\"Precision\", color=\"#2563eb\")\n",
"plt.plot(th, rc[:-1], label=\"Recall\", color=\"#dc2626\")\n",
"plt.axhline(0.99, color=\"gray\", ls=\":\", label=\"recall = 0.99\")\n",
"plt.axvline(0.62, color=\"#0d9488\", ls=\"--\", alpha=.7, label=\"served threshold 0.62\")\n",
"plt.xlabel(\"Decision threshold\"); plt.ylabel(\"Score\"); plt.title(\"Precision / Recall vs threshold\")\n",
"plt.legend(fontsize=8); plt.tight_layout(); plt.show()"
]
}
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