Upload ICH model artifacts

INFERENCE_USAGE.md

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+# Improved Model Inference — Usage Guide (`download_imp`)
+
+## What this runner does
+
+`run_inference.py` runs the **latest improved model** trained from the notebooks in `improvement/`:
+
+- EfficientNet-B4 backbone (`tf_efficientnet_b4`)
+- 2.5D input (prev + center + next slices → 9 channels)
+- 6 outputs (`any` + 5 hemorrhage subtypes)
+- 5-fold ensemble (`best_model_fold0..4.pth`)
+- Saved calibration (`isotonic`/`temperature`) from `calibration_params.json`
+
+Outputs:
+
+- Per-slice JSON report (`outputs/reports/*.json`)
+- Slice-level CSV (`outputs/slice_predictions.csv`)
+- Patient-level CSV (`outputs/patient_predictions.csv`)
+
+---
+
+## Required files (already in `download_imp/`)
+
+- `best_model_fold0.pth`
+- `best_model_fold1.pth`
+- `best_model_fold2.pth`
+- `best_model_fold3.pth`
+- `best_model_fold4.pth`
+- `calibration_params.json`
+- `isotonic_models.pkl`
+- `normalization_stats.json`
+- `manifest.csv` (optional at inference time; used only for `true_any` if IDs match)
+
+---
+
+## Python package requirements
+
+```bash
+pip install -r requirements.txt
+```
+
+Notes:
+
+- `timm` is required for `tf_efficientnet_b4` model construction.
+- `scikit-learn` is needed to deserialize and use `isotonic_models.pkl`.
+
+---
+
+## Folder setup
+
+Create this folder and place DICOM files there:
+
+```text
+download_imp/
+├── run_inference.py
+├── run_interface.py
+├── best_model_fold0.pth
+├── best_model_fold1.pth
+├── best_model_fold2.pth
+├── best_model_fold3.pth
+├── best_model_fold4.pth
+├── calibration_params.json
+├── isotonic_models.pkl
+├── normalization_stats.json
+├── manifest.csv
+└── dicom_inputs/
+    ├── ID_xxx1.dcm
+    ├── ID_xxx2.dcm
+    └── ...
+```
+
+---
+
+## Run commands
+
+From workspace root:
+
+```bash
+cd download_imp
+python run_inference.py
+```
+
+or (same thing):
+
+```bash
+python run_interface.py
+```
+
+---
+
+## Important behavior
+
+- No CLI arguments; all settings are at top of `run_inference.py` (`CONFIG` section).
+- `FOLD_SELECTION` controls checkpoint selection:
+    - `"ensemble"` = use all available folds and average logits
+    - `0..4` = use one specific fold only
+- If `best_method` is `isotonic`, the runner uses `isotonic_models.pkl`.
+- Missing prev/next slice in a series is handled exactly like training cache logic: neighbor falls back to center slice.
+- Decision threshold defaults to `threshold_at_spec90` from `calibration_params.json` unless overridden in config.
+
+---
+
+## Recommended production checklist
+
+1. Keep all fold checkpoints and calibration files in the same `download_imp/` directory.
+2. Verify DICOMs are non-contrast head CT slices before inference.
+3. Run once on a small sample and review `slice_predictions.csv` and JSON reports.
+4. Have radiologist review all flagged and uncertain cases.

best_model_fold0.pth

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+size 71003075

best_model_fold1.pth

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+oid sha256:c51997ae87fa2aee55e73f6737656c1ef213d2d8d5fdf787e17888caadff40a6
+size 71003075

best_model_fold2.pth

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+size 71003075

best_model_fold3.pth

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+size 71003075

best_model_fold4.pth

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+size 71003075

calibration_params.json

@@ -0,0 +1,17 @@
+{
+  "best_method": "isotonic",
+  "temperature": 0.7681182881076687,
+  "ece_raw": 0.029524699832706974,
+  "ece_temp": 0.008160804909196835,
+  "ece_isotonic": 6.68228018673829e-18,
+  "brier_raw": 0.05208174680122169,
+  "brier_temp": 0.0514404718775377,
+  "brier_isotonic": 0.050937655679539166,
+  "triage_high_thresh": 0.7,
+  "triage_low_thresh": 0.3,
+  "oof_auc_any": 0.9501744154042578,
+  "sensitivity_at_spec90": 0.8556471787269526,
+  "specificity_at_sens95": 0.7441809977204707,
+  "threshold_at_spec90": 0.16216216216216217,
+  "threshold_at_sens95": 0.04074505238649592
+}

isotonic_models.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:22f3ec17b0cfbf3b9752e4f0bdbaa33b3e96ecffdbb7c5083a258f146cf40f7d
+size 13833

normalization_stats.json

@@ -0,0 +1,38 @@
+{
+  "mean_3ch": [
+    0.162136,
+    0.141483,
+    0.183675
+  ],
+  "std_3ch": [
+    0.312067,
+    0.283885,
+    0.305968
+  ],
+  "mean_9ch": [
+    0.162136,
+    0.141483,
+    0.183675,
+    0.162136,
+    0.141483,
+    0.183675,
+    0.162136,
+    0.141483,
+    0.183675
+  ],
+  "std_9ch": [
+    0.312067,
+    0.283885,
+    0.305968,
+    0.312067,
+    0.283885,
+    0.305968,
+    0.312067,
+    0.283885,
+    0.305968
+  ],
+  "n_sample_images": 5000,
+  "n_pixels": 722000000,
+  "img_size": 380,
+  "note": "Stats computed on windowed [0,1] images. Pre-normalization applied in cache."
+}

outputs/reports/ID_00716b13d_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230008_0716b13d",
+  "generated_at": "2026-03-13T17:30:08.011179+00:00",
+  "image_id": "ID_00716b13d",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.001561,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.000628,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.00095,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_02419b82d_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225900_2419b82d",
+  "generated_at": "2026-03-13T17:29:00.432328+00:00",
+  "image_id": "ID_02419b82d",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.00186,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000481,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.001461,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_0314272cd_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225910_314272cd",
+  "generated_at": "2026-03-13T17:29:10.693504+00:00",
+  "image_id": "ID_0314272cd",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.008894,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.003515,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.00232
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_040672ffb_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225907_40672ffb",
+  "generated_at": "2026-03-13T17:29:07.719090+00:00",
+  "image_id": "ID_040672ffb",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.016331,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.001519,
+    "calibrated_prob_subdural": 0.012011
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_0428b71ac_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225854_428b71ac",
+  "generated_at": "2026-03-13T17:28:54.461542+00:00",
+  "image_id": "ID_0428b71ac",
+  "patient_id": "ID_0010c753",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.001679,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.004762
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_04a03f79c_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230007_4a03f79c",
+  "generated_at": "2026-03-13T17:30:07.411396+00:00",
+  "image_id": "ID_04a03f79c",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.001561,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000481,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.001316,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_06a9c377e_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225903_6a9c377e",
+  "generated_at": "2026-03-13T17:29:03.992925+00:00",
+  "image_id": "ID_06a9c377e",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.009982,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.004941,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.001519,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_0845ae89e_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225824_845ae89e",
+  "generated_at": "2026-03-13T17:28:24.570695+00:00",
+  "image_id": "ID_0845ae89e",
+  "patient_id": "ID_00048df5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.016331,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000481,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.001461,
+    "calibrated_prob_subdural": 0.02214
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_095241da8_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230014_95241da8",
+  "generated_at": "2026-03-13T17:30:14.616313+00:00",
+  "image_id": "ID_095241da8",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.112228,
+    "calibrated_prob_epidural": 0.001056,
+    "calibrated_prob_intraparenchymal": 0.007237,
+    "calibrated_prob_intraventricular": 0.014263,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.060488
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_0bff2fd4d_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225941_bff2fd4d",
+  "generated_at": "2026-03-13T17:29:41.360519+00:00",
+  "image_id": "ID_0bff2fd4d",
+  "patient_id": "ID_007e7be5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000295,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.003017,
+    "calibrated_prob_subdural": 0.00232
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_0f8203f77_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225837_f8203f77",
+  "generated_at": "2026-03-13T17:28:37.732786+00:00",
+  "image_id": "ID_0f8203f77",
+  "patient_id": "ID_0010c753",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_12be8649f_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225929_2be8649f",
+  "generated_at": "2026-03-13T17:29:29.848844+00:00",
+  "image_id": "ID_12be8649f",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.030982,
+    "calibrated_prob_epidural": 0.001679,
+    "calibrated_prob_intraparenchymal": 0.004941,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.02214
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_13e6f5906_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230033_3e6f5906",
+  "generated_at": "2026-03-13T17:30:33.326725+00:00",
+  "image_id": "ID_13e6f5906",
+  "patient_id": "ID_008212ea",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.080083,
+    "calibrated_prob_epidural": 0.00503,
+    "calibrated_prob_intraparenchymal": 0.005799,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.003624,
+    "calibrated_prob_subdural": 0.060488
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_13f1b82ef_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225917_3f1b82ef",
+  "generated_at": "2026-03-13T17:29:17.263758+00:00",
+  "image_id": "ID_13f1b82ef",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.001056,
+    "calibrated_prob_intraparenchymal": 0.001366,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.003114,
+    "calibrated_prob_subdural": 0.009928
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_14afb6f7c_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225921_4afb6f7c",
+  "generated_at": "2026-03-13T17:29:21.474361+00:00",
+  "image_id": "ID_14afb6f7c",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000698,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_155609e05_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230030_55609e05",
+  "generated_at": "2026-03-13T17:30:30.037783+00:00",
+  "image_id": "ID_155609e05",
+  "patient_id": "ID_008212ea",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.0304,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.003515,
+    "calibrated_prob_intraventricular": 0.003429,
+    "calibrated_prob_subarachnoid": 0.008654,
+    "calibrated_prob_subdural": 0.002972
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_15c8e85ea_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225925_5c8e85ea",
+  "generated_at": "2026-03-13T17:29:25.062916+00:00",
+  "image_id": "ID_15c8e85ea",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.026152,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.003515,
+    "calibrated_prob_intraventricular": 0.005244,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.004762
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_15f7b7f93_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225922_5f7b7f93",
+  "generated_at": "2026-03-13T17:29:22.068217+00:00",
+  "image_id": "ID_15f7b7f93",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.000663,
+    "calibrated_prob_intraparenchymal": 0.003515,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.002099
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_171cd3acb_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230025_71cd3acb",
+  "generated_at": "2026-03-13T17:30:25.588495+00:00",
+  "image_id": "ID_171cd3acb",
+  "patient_id": "ID_008212ea",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000261,
+    "calibrated_prob_intraparenchymal": 0.000698,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003114,
+    "calibrated_prob_subdural": 0.001108
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_175f4e4cf_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230005_75f4e4cf",
+  "generated_at": "2026-03-13T17:30:05.555435+00:00",
+  "image_id": "ID_175f4e4cf",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.001561,
+    "calibrated_prob_epidural": 0.000553,
+    "calibrated_prob_intraparenchymal": 0.000295,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.00095,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_186b3f0f8_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230032_86b3f0f8",
+  "generated_at": "2026-03-13T17:30:32.766952+00:00",
+  "image_id": "ID_186b3f0f8",
+  "patient_id": "ID_008212ea",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.086147,
+    "calibrated_prob_epidural": 0.00503,
+    "calibrated_prob_intraparenchymal": 0.015595,
+    "calibrated_prob_intraventricular": 0.005244,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.053375
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_18a8fd844_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225911_8a8fd844",
+  "generated_at": "2026-03-13T17:29:11.294374+00:00",
+  "image_id": "ID_18a8fd844",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_19e4d0c5b_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225842_9e4d0c5b",
+  "generated_at": "2026-03-13T17:28:42.462450+00:00",
+  "image_id": "ID_19e4d0c5b",
+  "patient_id": "ID_0010c753",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.080083,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.003515,
+    "calibrated_prob_intraventricular": 0.014263,
+    "calibrated_prob_subarachnoid": 0.039387,
+    "calibrated_prob_subdural": 0.009928
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_1bc0caef5_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225950_bc0caef5",
+  "generated_at": "2026-03-13T17:29:50.378669+00:00",
+  "image_id": "ID_1bc0caef5",
+  "patient_id": "ID_007e7be5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.01539,
+    "calibrated_prob_epidural": 0.001679,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.003017,
+    "calibrated_prob_subdural": 0.012011
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_1c0ed2b77_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230009_c0ed2b77",
+  "generated_at": "2026-03-13T17:30:09.818050+00:00",
+  "image_id": "ID_1c0ed2b77",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.00232
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_1ed077b58_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225818_ed077b58",
+  "generated_at": "2026-03-13T17:28:18.607780+00:00",
+  "image_id": "ID_1ed077b58",
+  "patient_id": "ID_00048df5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.03944,
+    "calibrated_prob_epidural": 0.000842,
+    "calibrated_prob_intraparenchymal": 0.004857,
+    "calibrated_prob_intraventricular": 0.002052,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.012011
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_1fed8cf2a_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225955_fed8cf2a",
+  "generated_at": "2026-03-13T17:29:55.254802+00:00",
+  "image_id": "ID_1fed8cf2a",
+  "patient_id": "ID_007e7be5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.080083,
+    "calibrated_prob_epidural": 0.003468,
+    "calibrated_prob_intraparenchymal": 0.009378,
+    "calibrated_prob_intraventricular": 0.005244,
+    "calibrated_prob_subarachnoid": 0.036614,
+    "calibrated_prob_subdural": 0.029832
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_21c7caf9c_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225945_1c7caf9c",
+  "generated_at": "2026-03-13T17:29:45.562826+00:00",
+  "image_id": "ID_21c7caf9c",
+  "patient_id": "ID_007e7be5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.006789,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000481,
+    "calibrated_prob_intraventricular": 0.002052,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_21d8cb016_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225920_1d8cb016",
+  "generated_at": "2026-03-13T17:29:20.288191+00:00",
+  "image_id": "ID_21d8cb016",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.004957,
+    "calibrated_prob_subdural": 0.00232
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_226bc9f3e_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230024_26bc9f3e",
+  "generated_at": "2026-03-13T17:30:24.390318+00:00",
+  "image_id": "ID_226bc9f3e",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.03944,
+    "calibrated_prob_epidural": 0.001679,
+    "calibrated_prob_intraparenchymal": 0.020855,
+    "calibrated_prob_intraventricular": 0.009901,
+    "calibrated_prob_subarachnoid": 0.008654,
+    "calibrated_prob_subdural": 0.008804
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_22c2f2056_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225913_2c2f2056",
+  "generated_at": "2026-03-13T17:29:13.079783+00:00",
+  "image_id": "ID_22c2f2056",
+  "patient_id": "ID_004aa330",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.003278,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.001366,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003114,
+    "calibrated_prob_subdural": 0.002097
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_2483a4938_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230018_483a4938",
+  "generated_at": "2026-03-13T17:30:18.239172+00:00",
+  "image_id": "ID_2483a4938",
+  "patient_id": "ID_007f8eb0",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.138629,
+    "calibrated_prob_epidural": 0.001056,
+    "calibrated_prob_intraparenchymal": 0.004857,
+    "calibrated_prob_intraventricular": 0.003429,
+    "calibrated_prob_subarachnoid": 0.058625,
+    "calibrated_prob_subdural": 0.089144
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_25380bc18_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225846_5380bc18",
+  "generated_at": "2026-03-13T17:28:46.043764+00:00",
+  "image_id": "ID_25380bc18",
+  "patient_id": "ID_0010c753",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "Hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "HIGH",
+    "confidence_band_label": "High confidence",
+    "calibrated_prob_any": 0.732704,
+    "calibrated_prob_epidural": 0.009371,
+    "calibrated_prob_intraparenchymal": 0.056311,
+    "calibrated_prob_intraventricular": 0.342391,
+    "calibrated_prob_subarachnoid": 0.307775,
+    "calibrated_prob_subdural": 0.212644
+  },
+  "triage": {
+    "action": "Urgent radiologist review recommended",
+    "urgency": "URGENT"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_259b6fae0_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225825_59b6fae0",
+  "generated_at": "2026-03-13T17:28:25.157109+00:00",
+  "image_id": "ID_259b6fae0",
+  "patient_id": "ID_00048df5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.080083,
+    "calibrated_prob_epidural": 0.000261,
+    "calibrated_prob_intraparenchymal": 0.000698,
+    "calibrated_prob_intraventricular": 0.000388,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.060488
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_25d27d3a9_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225825_5d27d3a9",
+  "generated_at": "2026-03-13T17:28:25.746122+00:00",
+  "image_id": "ID_25d27d3a9",
+  "patient_id": "ID_00048df5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.040745,
+    "calibrated_prob_epidural": 0.000424,
+    "calibrated_prob_intraparenchymal": 0.000628,
+    "calibrated_prob_intraventricular": 0.0,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.053375
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_265c293f5_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225855_65c293f5",
+  "generated_at": "2026-03-13T17:28:55.654979+00:00",
+  "image_id": "ID_265c293f5",
+  "patient_id": "ID_0010c753",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.008894,
+    "calibrated_prob_epidural": 0.001056,
+    "calibrated_prob_intraparenchymal": 0.001366,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.003114,
+    "calibrated_prob_subdural": 0.008804
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_26d0e8961_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225937_6d0e8961",
+  "generated_at": "2026-03-13T17:29:37.160591+00:00",
+  "image_id": "ID_26d0e8961",
+  "patient_id": "ID_00556373",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.016331,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000851,
+    "calibrated_prob_intraventricular": 0.000702,
+    "calibrated_prob_subarachnoid": 0.006085,
+    "calibrated_prob_subdural": 0.009928
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_274e46a31_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230034_74e46a31",
+  "generated_at": "2026-03-13T17:30:34.635023+00:00",
+  "image_id": "ID_274e46a31",
+  "patient_id": "ID_008212ea",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "Hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "HIGH",
+    "confidence_band_label": "High confidence",
+    "calibrated_prob_any": 0.732704,
+    "calibrated_prob_epidural": 0.021654,
+    "calibrated_prob_intraparenchymal": 0.069554,
+    "calibrated_prob_intraventricular": 0.09571,
+    "calibrated_prob_subarachnoid": 0.307775,
+    "calibrated_prob_subdural": 0.38961
+  },
+  "triage": {
+    "action": "Urgent radiologist review recommended",
+    "urgency": "URGENT"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_27a1bffac_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_230002_7a1bffac",
+  "generated_at": "2026-03-13T17:30:02.510016+00:00",
+  "image_id": "ID_27a1bffac",
+  "patient_id": "ID_007e7be5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.026152,
+    "calibrated_prob_epidural": 0.000261,
+    "calibrated_prob_intraparenchymal": 0.001011,
+    "calibrated_prob_intraventricular": 0.0,
+    "calibrated_prob_subarachnoid": 0.003396,
+    "calibrated_prob_subdural": 0.016839
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}

outputs/reports/ID_27fc1cf1a_report.json

@@ -0,0 +1,38 @@
+{
+  "report_id": "RPT_20260313_225815_7fc1cf1a",
+  "generated_at": "2026-03-13T17:28:15.581229+00:00",
+  "image_id": "ID_27fc1cf1a",
+  "patient_id": "ID_00048df5",
+  "ground_truth_any": "N/A",
+  "screening_module": {
+    "version": "2.0",
+    "architecture": "tf_efficientnet_b4",
+    "input_type": "2.5D (9ch: prev+center+next)",
+    "ensemble": "ensemble",
+    "folds_used": [
+      0,
+      1,
+      2,
+      3,
+      4
+    ],
+    "calibration_method": "isotonic"
+  },
+  "prediction": {
+    "screening_outcome": "No hemorrhage indicator detected",
+    "decision_threshold_any": 0.162162,
+    "confidence_band": "LOW",
+    "confidence_band_label": "Low confidence",
+    "calibrated_prob_any": 0.005424,
+    "calibrated_prob_epidural": 0.000536,
+    "calibrated_prob_intraparenchymal": 0.000628,
+    "calibrated_prob_intraventricular": 0.001558,
+    "calibrated_prob_subarachnoid": 0.001461,
+    "calibrated_prob_subdural": 0.00232
+  },
+  "triage": {
+    "action": "Manual review recommended \u2014 model uncertainty high",
+    "urgency": "STANDARD"
+  },
+  "disclaimer": "This report is produced by an AI-assisted screening tool and does NOT constitute a medical diagnosis. All screening findings must be reviewed and confirmed by a qualified, licensed medical professional before any clinical decision is made. The system is intended solely as a decision-support aid in a screening workflow and is not cleared for standalone diagnostic use."
+}