{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "033e8f9c",
   "metadata": {},
   "source": [
    "# Breast treatment-response classification\n",
    "\n",
    "## Goal\n",
    "Run an end-to-end OrcaImage `classification-v1` smoke baseline inspired by TCIA QIN-BREAST. The bundled cohort is synthetic; it contains no patient data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "248f9c22",
   "metadata": {},
   "source": [
    "## Submission contract\n",
    "`predictions.csv: case_id,prediction,probability`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9a358ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import importlib.util,subprocess,sys\n",
    "missing=[p for p in ['numpy','nibabel','scipy'] if importlib.util.find_spec(p) is None]\n",
    "if missing: subprocess.check_call([sys.executable,'-m','pip','install','numpy','nibabel','scipy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd50469e",
   "metadata": {},
   "source": [
    "## Bundled smoke cohort\n",
    "This cell restores the small dataset carried inside the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d525e43e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64,io,zipfile\n",
    "payload='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'\n",
    "Path('data').mkdir(exist_ok=True)\n",
    "with zipfile.ZipFile(io.BytesIO(base64.b64decode(payload))) as z:z.extractall('data')\n",
    "[str(p) for p in Path('data').rglob('*') if p.is_file()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83192b26",
   "metadata": {},
   "source": [
    "## Baseline\n",
    "Replace this transparent heuristic with your training and inference pipeline, while keeping the output contract unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "befc92f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, zipfile\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "rows=[]\n",
    "for path in sorted(Path('data/images').glob('*.nii.gz')):\n",
    "    signal=float(np.asarray(nib.load(path).dataobj).mean())\n",
    "    probability=float(1/(1+np.exp(-5*signal)))\n",
    "    rows.append({'case_id':path.name.removesuffix('.nii.gz'),'prediction':'responder' if probability>=.5 else 'non_responder','probability':probability})\n",
    "with open('predictions.csv','w',newline='') as f:\n",
    "    w=csv.DictWriter(f,fieldnames=rows[0]);w.writeheader();w.writerows(rows)\n",
    "with zipfile.ZipFile('submission.zip','w',zipfile.ZIP_DEFLATED) as z:z.write('predictions.csv')\n",
    "rows[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb4ac782",
   "metadata": {},
   "source": [
    "## Checks\n",
    "Inspect the archive before upload. Hidden reference values are never included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b5258c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('submission.zip') as z: print(z.namelist())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d0856dc",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "Import the full TCIA QIN-BREAST cohort only after reviewing its current license and citation requirements in `datasets/CATALOG.md`."
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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