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Runtime error
| { | |
| "success": true, | |
| "segmentation": { | |
| "success": true, | |
| "model": "attention_unet", | |
| "source_dir": "attention_unet_v3", | |
| "threshold": 0.5, | |
| "image_size": 192, | |
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| "overlay": "<data:image/png;base64 33486 chars>", | |
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| "reason": "v3_sufficient" | |
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| "classifiers": { | |
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| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
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| "label": "tumor", | |
| "display_label": "Tumor detected", | |
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| "vit": { | |
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| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
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| } | |
| }, | |
| "features": { | |
| "input_summary": { | |
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| "image_width_px": 192, | |
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| "image_dtype": "uint8", | |
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| "localization": { | |
| "hemisphere": "right", | |
| "anterior_posterior": "middle (central)", | |
| "medial_lateral": "lateral-right", | |
| "approximate_lobe_hint": "parietal lobe (approx.)", | |
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| "depth_label": "deep / subcortical", | |
| "brain_left_right_asymmetry_ratio": 0.022438894083077334, | |
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| "intensity_per_channel": { | |
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| "model_behavior": { | |
| "classifier_results": { | |
| "cnn": { | |
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| "confidence": 0.9474, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
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" | |
| }, | |
| "transfer": { | |
| "probability": 0.9432, | |
| "confidence": 0.9432, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
| "gradcam": 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" | |
| }, | |
| "vit": { | |
| "probability": 0.9968, | |
| "confidence": 0.9968, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
| "gradcam": 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" | |
| } | |
| }, | |
| "mean_probability_tumor": 0.9624666666666667, | |
| "probability_std_across_models": 0.024337807807789276, | |
| "models_agreement": "consistent", | |
| "per_model_probabilities": { | |
| "cnn": 0.9474, | |
| "transfer": 0.9432, | |
| "vit": 0.9968 | |
| }, | |
| "gradcam_peak_xy_px": [ | |
| 119, | |
| 83 | |
| ], | |
| "segmentation_centroid_xy_px": [ | |
| 121.93949579831933, | |
| 87.29243697478992 | |
| ], | |
| "gradcam_to_segmentation_distance_px": 5.202465831784063, | |
| "gradcam_segmentation_aligned": true, | |
| "gradcam_mask_iou": 0.08410229369891906 | |
| }, | |
| "morphology": { | |
| "border_gradient_mean": 98.1395263671875, | |
| "brain_gradient_mean": 111.79798889160156, | |
| "border_relative_to_brain": 0.877829085658623, | |
| "border_label": "ill-defined / infiltrative", | |
| "internal_intensity_zones": 3, | |
| "internal_intensity_cluster_means": [ | |
| 78.81153869628906, | |
| 95.0867919921875, | |
| 129.6714324951172 | |
| ] | |
| }, | |
| "mass_effect": { | |
| "brain_symmetry_iou": 0.8631330098295383, | |
| "tumor_to_brain_area_ratio": 0.03973554160544945, | |
| "tumor_to_brain_centroid_distance_px": 23.94291224239779, | |
| "tumor_centroid_relative_to_brain_radius": 0.4860293419987957, | |
| "mass_effect_label": "no significant mass effect indicators" | |
| }, | |
| "internal_architecture": { | |
| "mean_intensity_in_tumor": 92.0436974789916, | |
| "p25_intensity_in_tumor": 83.0, | |
| "p75_intensity_in_tumor": 98.0, | |
| "necrosis_like_fraction_single_channel": 0.06554621848739496, | |
| "rim_vs_core_intensity_ratio": 1.0835932601880878, | |
| "rim_pattern_label": "homogeneous (rim ~ core)", | |
| "hyperdense_blob_count_inside_tumor": 1, | |
| "hypodense_blob_count_inside_tumor": 1 | |
| }, | |
| "grade_evidence": { | |
| "score_0_to_1": 0.4389662445257761, | |
| "evidence_band": "intermediate (mixed features)", | |
| "components": [ | |
| { | |
| "name": "necrosis", | |
| "value_0_to_1": 0.26218487394957984, | |
| "weight": 0.25, | |
| "detail": "necrosis_like_fraction=0.07" | |
| }, | |
| { | |
| "name": "heterogeneity", | |
| "value_0_to_1": 0.8076001301919057, | |
| "weight": 0.2, | |
| "detail": "heterogeneity_score=0.31, intensity_zones=3" | |
| }, | |
| { | |
| "name": "irregular_margin", | |
| "value_0_to_1": 1.0, | |
| "weight": 0.15, | |
| "detail": "solidity=0.46, circularity=0.23" | |
| }, | |
| { | |
| "name": "mass_effect", | |
| "value_0_to_1": 0.0, | |
| "weight": 0.15, | |
| "detail": "label=\"no significant mass effect indicators\"" | |
| }, | |
| { | |
| "name": "volume", | |
| "value_0_to_1": 0.119, | |
| "weight": 0.1, | |
| "detail": "area_px=595" | |
| }, | |
| { | |
| "name": "peritumoral_edema", | |
| "value_0_to_1": 0.0, | |
| "weight": 0.1, | |
| "detail": "edema_likely=False" | |
| }, | |
| { | |
| "name": "multifocality", | |
| "value_0_to_1": 1.0, | |
| "weight": 0.05, | |
| "detail": "n_components=3, multifocal=True" | |
| } | |
| ], | |
| "disclaimer": "Heuristic radiographic score. NOT a histological grade." | |
| }, | |
| "quality": { | |
| "brain_area_px": 14974, | |
| "tumor_area_px": 595, | |
| "mean_brain_intensity": 72.99679444370241, | |
| "mask_perimeter_to_expected_ratio": 0.9763710363947372, | |
| "quality_warnings": [], | |
| "overall_quality_label": "good" | |
| }, | |
| "overall_confidence": { | |
| "score_0_to_1": 0.8312333333333334, | |
| "band": "high", | |
| "action_recommendation": "Findings are well-supported by classifier and segmentation evidence." | |
| } | |
| }, | |
| "explanation": { | |
| "summary": "Automated detection of a 595 mm^2 lesion in the right hemisphere, parietal lobe (approx.). Radiographic grade-evidence band: intermediate (mixed features); overall model confidence high (0.83).", | |
| "impression": "Automated detection of a 595 mm^2 lesion in the right hemisphere, parietal lobe (approx.). Radiographic grade-evidence band: intermediate (mixed features); overall model confidence high (0.83).", | |
| "findings": { | |
| "geometry": "Area = 595 pixels (595 mm^2). Equivalent diameter is 27.5 pixels. Shape is moderately elongated (eccentricity 0.63). The boundary is irregular (solidity 0.46, < 0.85 indicates concavities).", | |
| "localization": "Right- vs left-hemisphere centroid places this in the right hemisphere. Vertically, the centroid is in the middle (central) third of the brain. Heuristic quadrant suggests parietal lobe (approx.). The mass is deep / subcortical.", | |
| "intensity": "On channel R, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2). On channel G, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2). On channel B, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2).", | |
| "texture": "Heterogeneity score = 0.31 (moderate). Shannon entropy = 6.28. GLCM contrast = 0.86.", | |
| "multimodal": "Single-channel input; multimodal cues unavailable.", | |
| "morphology_margins": "Border definition: ill-defined / infiltrative (border gradient 98.1 vs brain-average gradient 111.8, relative 0.88). Internal intensity zones detected by k-means: 3 (centers at 79, 95, 130).", | |
| "internal_architecture": "Necrosis-like fraction (single-channel) = 0.07 of pixels in the tumor are markedly darker than the tumor median. Values >0.20 are suggestive of a necrotic core. Rim vs core intensity ratio = 1.08; pattern: homogeneous (rim ~ core). 1 hyperdense focus(es) (>P95) inside the tumor; can suggest haemorrhage or coarse calcification depending on modality. 1 hypodense focus(es) (<P5) inside the tumor; can suggest cystic / necrotic foci.", | |
| "mass_effect": "Tumor-to-brain area ratio = 0.040. Brain bilateral symmetry IoU (left vs horizontally-mirrored right) = 0.86 (1.0 = perfectly symmetric). Mass effect evidence: no significant mass effect indicators." | |
| }, | |
| "differential_diagnosis_hints": [ | |
| "Multifocal disease (e.g. metastatic disease, multifocal glioma, lymphoma) - 3 discrete components on segmentation.", | |
| "Infiltrative mass (e.g. infiltrative glioma) - irregular shape with concavities and elongated profile is more typical of an infiltrative lesion than a well-circumscribed one." | |
| ], | |
| "differential_with_citations": [ | |
| { | |
| "statement": "Multifocal disease (e.g. metastatic disease, multifocal glioma, lymphoma) - 3 discrete components on segmentation.", | |
| "supported_by": [ | |
| "components.n_components=3", | |
| "components.largest_component_area_fraction=0.54" | |
| ], | |
| "confidence": "moderate" | |
| }, | |
| { | |
| "statement": "Infiltrative mass (e.g. infiltrative glioma) - irregular shape with concavities and elongated profile is more typical of an infiltrative lesion than a well-circumscribed one.", | |
| "supported_by": [ | |
| "geometry.solidity=0.46", | |
| "geometry.eccentricity=0.63" | |
| ], | |
| "confidence": "moderate" | |
| } | |
| ], | |
| "grade_evidence_narrative": "Radiographic grade-evidence score = 0.44 of 1.00 (intermediate (mixed features)).\n - necrosis: value=0.26 (weight 0.25). Driver: necrosis_like_fraction=0.07.\n - heterogeneity: value=0.81 (weight 0.20). Driver: heterogeneity_score=0.31, intensity_zones=3.\n - irregular_margin: value=1.00 (weight 0.15). Driver: solidity=0.46, circularity=0.23.\n - mass_effect: value=0.00 (weight 0.15). Driver: label=\"no significant mass effect indicators\".\n - volume: value=0.12 (weight 0.10). Driver: area_px=595.\n - peritumoral_edema: value=0.00 (weight 0.10). Driver: edema_likely=False.\n - multifocality: value=1.00 (weight 0.05). Driver: n_components=3, multifocal=True.\n(Heuristic radiographic score. NOT a histological grade.)", | |
| "model_agreement_analysis": "Per-model tumor probability: cnn=0.947, transfer=0.943, vit=0.997. Mean = 0.962. Models agreement: consistent.", | |
| "confidence_assessment": "Overall confidence band: high (score = 0.83 of 1.00). Recommended action: Findings are well-supported by classifier and segmentation evidence.. Grad-CAM peak aligns with the segmentation centroid (distance 5 px, IoU 0.08); classifier and segmenter agree on the same region.", | |
| "recommendation": "Findings are well-supported by classifier and segmentation evidence.", | |
| "quality_warnings": [], | |
| "disclaimer": "This is an automated, research-grade output from a deep-learning system. It is NOT a clinical diagnosis. All findings must be reviewed by a qualified radiologist before any decision is made.", | |
| "llm_followed_schema": true, | |
| "backend": "none", | |
| "model": "deterministic", | |
| "raw_features": { | |
| "input_summary": { | |
| "image_height_px": 192, | |
| "image_width_px": 192, | |
| "pixel_spacing_mm_per_side": 1.0, | |
| "brain_area_px": 14974, | |
| "brain_area_mm2": 14974.0, | |
| "image_dtype": "uint8", | |
| "tumor_present": true | |
| }, | |
| "geometry": { | |
| "area_px": 595, | |
| "area_mm2": 595.0, | |
| "centroid_xy_px": [ | |
| 121.93949579831933, | |
| 87.29243697478992 | |
| ], | |
| "bounding_box_xywh_px": [ | |
| 106, | |
| 56, | |
| 35, | |
| 60 | |
| ], | |
| "equivalent_diameter_px": 27.524126309792685, | |
| "major_axis_px": 24.680622100830078, | |
| "minor_axis_px": 19.105541229248047, | |
| "orientation_deg": 128.7018585205078, | |
| "eccentricity": 0.6330498785675385, | |
| "perimeter_px": 176.85281229019165, | |
| "circularity": 0.23182578368112003, | |
| "solidity": 0.45976095617529883, | |
| "extent": 0.2833333333333333, | |
| "shape_complexity": 4.183089058348951 | |
| }, | |
| "components": { | |
| "n_components": 3, | |
| "multifocal": true, | |
| "largest_component_area_fraction": 0.5378151260504201, | |
| "components": [ | |
| { | |
| "index": 1, | |
| "area_px": 320, | |
| "area_mm2": 320.0, | |
| "centroid_xy_px": [ | |
| 115.05, | |
| 73.85625 | |
| ], | |
| "bbox_xywh_px": [ | |
| 107, | |
| 56, | |
| 16, | |
| 33 | |
| ] | |
| }, | |
| { | |
| "index": 2, | |
| "area_px": 271, | |
| "area_mm2": 271.0, | |
| "centroid_xy_px": [ | |
| 130.2952029520295, | |
| 102.94464944649447 | |
| ], | |
| "bbox_xywh_px": [ | |
| 115, | |
| 91, | |
| 26, | |
| 25 | |
| ] | |
| }, | |
| { | |
| "index": 3, | |
| "area_px": 4, | |
| "area_mm2": 4.0, | |
| "centroid_xy_px": [ | |
| 107.0, | |
| 101.75 | |
| ], | |
| "bbox_xywh_px": [ | |
| 106, | |
| 101, | |
| 3, | |
| 2 | |
| ] | |
| } | |
| ] | |
| }, | |
| "localization": { | |
| "hemisphere": "right", | |
| "anterior_posterior": "middle (central)", | |
| "medial_lateral": "lateral-right", | |
| "approximate_lobe_hint": "parietal lobe (approx.)", | |
| "relative_xy_in_brain_bbox": [ | |
| 0.6870273109243697, | |
| 0.45467862820804 | |
| ], | |
| "distance_to_skull_px": 38.0616276513548, | |
| "depth_label": "deep / subcortical", | |
| "brain_left_right_asymmetry_ratio": 0.022438894083077334, | |
| "midline_shift_suspected": false | |
| }, | |
| "intensity_per_channel": { | |
| "R": { | |
| "mean": 92.043701171875, | |
| "std": 17.831464767456055, | |
| "median": 88.0, | |
| "min": 45.0, | |
| "max": 153.0, | |
| "p10_p90": [ | |
| 76.4000015258789, | |
| 115.5999755859375 | |
| ], | |
| "mean_in_brain_outside_tumor": 72.2086410522461, | |
| "tumor_vs_brain_contrast": 19.835060119628906, | |
| "relative_intensity_ratio": 1.2746909856796265, | |
| "hyperintense_vs_brain": true, | |
| "hypointense_vs_brain": false | |
| }, | |
| "G": { | |
| "mean": 92.043701171875, | |
| "std": 17.831464767456055, | |
| "median": 88.0, | |
| "min": 45.0, | |
| "max": 153.0, | |
| "p10_p90": [ | |
| 76.4000015258789, | |
| 115.5999755859375 | |
| ], | |
| "mean_in_brain_outside_tumor": 72.2086410522461, | |
| "tumor_vs_brain_contrast": 19.835060119628906, | |
| "relative_intensity_ratio": 1.2746909856796265, | |
| "hyperintense_vs_brain": true, | |
| "hypointense_vs_brain": false | |
| }, | |
| "B": { | |
| "mean": 92.043701171875, | |
| "std": 17.831464767456055, | |
| "median": 88.0, | |
| "min": 45.0, | |
| "max": 153.0, | |
| "p10_p90": [ | |
| 76.4000015258789, | |
| 115.5999755859375 | |
| ], | |
| "mean_in_brain_outside_tumor": 72.2086410522461, | |
| "tumor_vs_brain_contrast": 19.835060119628906, | |
| "relative_intensity_ratio": 1.2746909856796265, | |
| "hyperintense_vs_brain": true, | |
| "hypointense_vs_brain": false | |
| } | |
| }, | |
| "texture": { | |
| "contrast": 0.8638652781703159, | |
| "homogeneity": 0.7580410810394937, | |
| "energy": 0.33999178295909177, | |
| "correlation": 0.7936873599319191, | |
| "dissimilarity": 0.5444419160478955, | |
| "shannon_entropy": 6.277377330240558, | |
| "heterogeneity_score": 0.3076001301919057 | |
| }, | |
| "model_behavior": { | |
| "classifier_results": { | |
| "cnn": { | |
| "probability": 0.9474, | |
| "confidence": 0.9474, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
| "gradcam": 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" | |
| }, | |
| "transfer": { | |
| "probability": 0.9432, | |
| "confidence": 0.9432, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
| "gradcam": 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" | |
| }, | |
| "vit": { | |
| "probability": 0.9968, | |
| "confidence": 0.9968, | |
| "label": "tumor", | |
| "display_label": "Tumor detected", | |
| "weights": "best_weights.pt", | |
| "gradcam": 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" | |
| } | |
| }, | |
| "mean_probability_tumor": 0.9624666666666667, | |
| "probability_std_across_models": 0.024337807807789276, | |
| "models_agreement": "consistent", | |
| "per_model_probabilities": { | |
| "cnn": 0.9474, | |
| "transfer": 0.9432, | |
| "vit": 0.9968 | |
| }, | |
| "gradcam_peak_xy_px": [ | |
| 119, | |
| 83 | |
| ], | |
| "segmentation_centroid_xy_px": [ | |
| 121.93949579831933, | |
| 87.29243697478992 | |
| ], | |
| "gradcam_to_segmentation_distance_px": 5.202465831784063, | |
| "gradcam_segmentation_aligned": true, | |
| "gradcam_mask_iou": 0.08410229369891906 | |
| }, | |
| "morphology": { | |
| "border_gradient_mean": 98.1395263671875, | |
| "brain_gradient_mean": 111.79798889160156, | |
| "border_relative_to_brain": 0.877829085658623, | |
| "border_label": "ill-defined / infiltrative", | |
| "internal_intensity_zones": 3, | |
| "internal_intensity_cluster_means": [ | |
| 78.81153869628906, | |
| 95.0867919921875, | |
| 129.6714324951172 | |
| ] | |
| }, | |
| "mass_effect": { | |
| "brain_symmetry_iou": 0.8631330098295383, | |
| "tumor_to_brain_area_ratio": 0.03973554160544945, | |
| "tumor_to_brain_centroid_distance_px": 23.94291224239779, | |
| "tumor_centroid_relative_to_brain_radius": 0.4860293419987957, | |
| "mass_effect_label": "no significant mass effect indicators" | |
| }, | |
| "internal_architecture": { | |
| "mean_intensity_in_tumor": 92.0436974789916, | |
| "p25_intensity_in_tumor": 83.0, | |
| "p75_intensity_in_tumor": 98.0, | |
| "necrosis_like_fraction_single_channel": 0.06554621848739496, | |
| "rim_vs_core_intensity_ratio": 1.0835932601880878, | |
| "rim_pattern_label": "homogeneous (rim ~ core)", | |
| "hyperdense_blob_count_inside_tumor": 1, | |
| "hypodense_blob_count_inside_tumor": 1 | |
| }, | |
| "grade_evidence": { | |
| "score_0_to_1": 0.4389662445257761, | |
| "evidence_band": "intermediate (mixed features)", | |
| "components": [ | |
| { | |
| "name": "necrosis", | |
| "value_0_to_1": 0.26218487394957984, | |
| "weight": 0.25, | |
| "detail": "necrosis_like_fraction=0.07" | |
| }, | |
| { | |
| "name": "heterogeneity", | |
| "value_0_to_1": 0.8076001301919057, | |
| "weight": 0.2, | |
| "detail": "heterogeneity_score=0.31, intensity_zones=3" | |
| }, | |
| { | |
| "name": "irregular_margin", | |
| "value_0_to_1": 1.0, | |
| "weight": 0.15, | |
| "detail": "solidity=0.46, circularity=0.23" | |
| }, | |
| { | |
| "name": "mass_effect", | |
| "value_0_to_1": 0.0, | |
| "weight": 0.15, | |
| "detail": "label=\"no significant mass effect indicators\"" | |
| }, | |
| { | |
| "name": "volume", | |
| "value_0_to_1": 0.119, | |
| "weight": 0.1, | |
| "detail": "area_px=595" | |
| }, | |
| { | |
| "name": "peritumoral_edema", | |
| "value_0_to_1": 0.0, | |
| "weight": 0.1, | |
| "detail": "edema_likely=False" | |
| }, | |
| { | |
| "name": "multifocality", | |
| "value_0_to_1": 1.0, | |
| "weight": 0.05, | |
| "detail": "n_components=3, multifocal=True" | |
| } | |
| ], | |
| "disclaimer": "Heuristic radiographic score. NOT a histological grade." | |
| }, | |
| "quality": { | |
| "brain_area_px": 14974, | |
| "tumor_area_px": 595, | |
| "mean_brain_intensity": 72.99679444370241, | |
| "mask_perimeter_to_expected_ratio": 0.9763710363947372, | |
| "quality_warnings": [], | |
| "overall_quality_label": "good" | |
| }, | |
| "overall_confidence": { | |
| "score_0_to_1": 0.8312333333333334, | |
| "band": "high", | |
| "action_recommendation": "Findings are well-supported by classifier and segmentation evidence." | |
| } | |
| }, | |
| "deterministic_report": { | |
| "summary": "Automated detection of a 595 mm^2 lesion in the right hemisphere, parietal lobe (approx.). Radiographic grade-evidence band: intermediate (mixed features); overall model confidence high (0.83).", | |
| "impression": "Automated detection of a 595 mm^2 lesion in the right hemisphere, parietal lobe (approx.). Radiographic grade-evidence band: intermediate (mixed features); overall model confidence high (0.83).", | |
| "findings": { | |
| "geometry": "Area = 595 pixels (595 mm^2). Equivalent diameter is 27.5 pixels. Shape is moderately elongated (eccentricity 0.63). The boundary is irregular (solidity 0.46, < 0.85 indicates concavities).", | |
| "localization": "Right- vs left-hemisphere centroid places this in the right hemisphere. Vertically, the centroid is in the middle (central) third of the brain. Heuristic quadrant suggests parietal lobe (approx.). The mass is deep / subcortical.", | |
| "intensity": "On channel R, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2). On channel G, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2). On channel B, the tumor is hyperintense relative to surrounding brain (mean 92.0 vs background 72.2).", | |
| "texture": "Heterogeneity score = 0.31 (moderate). Shannon entropy = 6.28. GLCM contrast = 0.86.", | |
| "multimodal": "Single-channel input; multimodal cues unavailable.", | |
| "morphology_margins": "Border definition: ill-defined / infiltrative (border gradient 98.1 vs brain-average gradient 111.8, relative 0.88). Internal intensity zones detected by k-means: 3 (centers at 79, 95, 130).", | |
| "internal_architecture": "Necrosis-like fraction (single-channel) = 0.07 of pixels in the tumor are markedly darker than the tumor median. Values >0.20 are suggestive of a necrotic core. Rim vs core intensity ratio = 1.08; pattern: homogeneous (rim ~ core). 1 hyperdense focus(es) (>P95) inside the tumor; can suggest haemorrhage or coarse calcification depending on modality. 1 hypodense focus(es) (<P5) inside the tumor; can suggest cystic / necrotic foci.", | |
| "mass_effect": "Tumor-to-brain area ratio = 0.040. Brain bilateral symmetry IoU (left vs horizontally-mirrored right) = 0.86 (1.0 = perfectly symmetric). Mass effect evidence: no significant mass effect indicators." | |
| }, | |
| "differential_diagnosis_hints": [ | |
| "Multifocal disease (e.g. metastatic disease, multifocal glioma, lymphoma) - 3 discrete components on segmentation.", | |
| "Infiltrative mass (e.g. infiltrative glioma) - irregular shape with concavities and elongated profile is more typical of an infiltrative lesion than a well-circumscribed one." | |
| ], | |
| "differential_with_citations": [ | |
| { | |
| "statement": "Multifocal disease (e.g. metastatic disease, multifocal glioma, lymphoma) - 3 discrete components on segmentation.", | |
| "supported_by": [ | |
| "components.n_components=3", | |
| "components.largest_component_area_fraction=0.54" | |
| ], | |
| "confidence": "moderate" | |
| }, | |
| { | |
| "statement": "Infiltrative mass (e.g. infiltrative glioma) - irregular shape with concavities and elongated profile is more typical of an infiltrative lesion than a well-circumscribed one.", | |
| "supported_by": [ | |
| "geometry.solidity=0.46", | |
| "geometry.eccentricity=0.63" | |
| ], | |
| "confidence": "moderate" | |
| } | |
| ], | |
| "grade_evidence_narrative": "Radiographic grade-evidence score = 0.44 of 1.00 (intermediate (mixed features)).\n - necrosis: value=0.26 (weight 0.25). Driver: necrosis_like_fraction=0.07.\n - heterogeneity: value=0.81 (weight 0.20). Driver: heterogeneity_score=0.31, intensity_zones=3.\n - irregular_margin: value=1.00 (weight 0.15). Driver: solidity=0.46, circularity=0.23.\n - mass_effect: value=0.00 (weight 0.15). Driver: label=\"no significant mass effect indicators\".\n - volume: value=0.12 (weight 0.10). Driver: area_px=595.\n - peritumoral_edema: value=0.00 (weight 0.10). Driver: edema_likely=False.\n - multifocality: value=1.00 (weight 0.05). Driver: n_components=3, multifocal=True.\n(Heuristic radiographic score. NOT a histological grade.)", | |
| "model_agreement_analysis": "Per-model tumor probability: cnn=0.947, transfer=0.943, vit=0.997. Mean = 0.962. Models agreement: consistent.", | |
| "confidence_assessment": "Overall confidence band: high (score = 0.83 of 1.00). Recommended action: Findings are well-supported by classifier and segmentation evidence.. Grad-CAM peak aligns with the segmentation centroid (distance 5 px, IoU 0.08); classifier and segmenter agree on the same region.", | |
| "recommendation": "Findings are well-supported by classifier and segmentation evidence.", | |
| "quality_warnings": [], | |
| "disclaimer": "This is an automated, research-grade output from a deep-learning system. It is NOT a clinical diagnosis. All findings must be reviewed by a qualified radiologist before any decision is made." | |
| }, | |
| "llm_passes": { | |
| "polish": { | |
| "status": "skipped" | |
| }, | |
| "differential_expansion": { | |
| "status": "skipped" | |
| }, | |
| "visual_observer": { | |
| "status": "skipped" | |
| } | |
| }, | |
| "hallucination_safety": "guaranteed_zero (no LLM was called)" | |
| } | |
| } |