Smart Diagnostics — inference and review evidence

48-sample research demonstration. Human-reviewed samples: 4. AI technical reviews: 48. Clinical-use approval: not established.

Dataset labels and reviewer identities are self-reported. AI technical reviews are not veterinary approvals. No independent clinical cohort or reviewed lesion-mask ground truth is established.

Inference run: 2026-10-16T10:42:44.879002+00:00. Evidence SHA-256: 79d05584117cf7e5c571b5d29026c693d18d882ac44cbbd3b084456eeed70da0.

Reference basis for AI observations

SampleInherited labelModel outputAI technical reviewRecorded reviewer decision
7d8356de2109987328ec
cattleCattle (Healthy)
Unassessable - clinical review needed
Recumbent black-and-white cow; selected crop omits part of the extended limb. The mask fills much of the visible animal rather than isolating a visible lesion.{"detector":"accept","classifier":"accept","segmenter":"accept"}
No concerns
Dr. Thusitha Karunarathne Lecturer
643b886b672ead2755d0
cattleCattle (Healthy)
Unassessable - clinical review needed
Standing black-and-white cow in a yard. The crop contains the animal, while the mask follows broad body, neck and leg regions; no lesion-specific reference is available.{"detector":"accept","classifier":"accept","segmenter":"accept"}
No concerns
Dr. Thusitha Karunarathne Lecturer
d06060ef9def9934d0d7
cattleCattle (Healthy)
Unassessable - clinical review needed
Standing cow beside a railing in a low-detail image. The mask covers large coat patches and adjacent animal portions rather than distinct lesion candidates.{"detector":"accept","classifier":"accept","segmenter":"accept"}
No concerns
Dr. Thusitha Karunarathne Lecturer
718e29df66b26f0e196f
cattleCattle (Healthy)
Unassessable - clinical review needed
Standing light-coloured bovine in a watermarked photograph. The mask largely follows the full body silhouette; a cattle label does not verify health.{"detector":"accept","classifier":"accept","segmenter":"accept"}
No concerns
Dr. Thusitha Karunarathne Lecturer
c9b9fdc4bd7208d5ca3b
cattleMastitis
Severe visual burden (provisional)
Close-up of an udder with a stock watermark. ViT predicts mastitis although the inherited label is cattle. The mask fills the udder; appearance alone does not resolve the label conflict."Pending"

002a2e8ea865415e20d3
cattleCattle (Healthy)
Unassessable - clinical review needed
Distant bovine photographed at night. The selected crop is low-detail and the mask follows its silhouette; high classifier confidence does not recover missing clinical detail."Pending"

8062c92e38280e967519
cattleCattle (Healthy)
Unassessable - clinical review needed
Recumbent bovine in a yard. The mask covers broad torso and limb areas; the image does not supply a clinical examination or lesion boundaries."Pending"

d4c807d9ed4bd2193ba6
cattleCattle (Healthy)
Unassessable - clinical review needed
Blurred standing bovine. Broad body and leg regions are marked, with some anatomy omitted; visible detail is insufficient to verify health or lesion extent."Pending"

802bf1054c9feb862c49
cattleNot assessed
Not assessed
Close-up frontal bovine face at water. YOLO returns no region, so classification and segmentation were skipped. This is a retained pipeline failure, not a negative disease result."Pending"

bc368dc342fe13bd1e5f
cattleCattle (Healthy)
Unassessable - clinical review needed
Several cattle are lined up in a group. The selected crop contains overlapping animals; the mask includes broad portions of more than one animal, complicating attribution."Pending"

9aa920de04db4bb3958d
cattleCattle (Healthy)
Unassessable - clinical review needed
Standing cow by a railing, visually similar to other control images in this pack. The broad body mask is not a verified lesion mask; animal independence is unknown."Pending"

80be9ee74ca59f4cb8ee
cattleCattle (Healthy)
Unassessable - clinical review needed
Standing dark cow with a foreground post. The mask follows the body silhouette and legs; a whole-body photo cannot establish clinical health."Pending"

53b18e42dbb0dfa238c3
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated close-up of a bovine head with black image borders. The FMD prediction matches the inherited label, but no clear diagnostic vesicle boundary is established; the mask covers much of the head."Pending"

64b62d180990122fc47f
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Frontal head close-up. The broad face and ears are masked rather than a specific lesion. The image does not include a detailed intraoral or foot examination."Pending"

fff906e758c4207d7f63
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated head photograph. The mask extends over the face and ears and some surrounding regions; a classifier label alone cannot confirm FMD."Pending"

ca47b9b4168d1c1913e2
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated brown bovine head. The mask follows the face and ear; no reliable lesion contour can be verified from this displayed view."Pending"

d6f1b7716c77187d0c11
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated restrained bovine head. Broad face regions and part of the restraint area are highlighted; mask area is not measured vesicle extent."Pending"

6ce77c6c76578a060543
foot_and_mouthFoot and Mouth Disease
Moderate visual burden (provisional)
Frontal muzzle close-up. The mask fills most of the muzzle, without separating a specific visible lesion candidate from ordinary anatomy."Pending"

6ac3e519d6908408a8fb
foot_and_mouthFoot and Mouth Disease
Moderate visual burden (provisional)
Strongly rotated, letterboxed whole-animal photograph. Black padding dominates the frame and the mask outlines the animal; this is poor evidence for an FMD lesion-area grade."Pending"

ffce0c75cdbaf718283c
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
A rotated whole-animal view appears visually related to sample 19. The mask follows the body; possible image reuse should be reviewed before claiming independent cases."Pending"

1327683dd00b4f4cf00f
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated head-and-muzzle view. The mask covers large facial regions and ears rather than individually established vesicles."Pending"

e96203409cc7ca86dc86
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated close-up of a dark bovine face. The mask extends across most of the head; source-label agreement is not independent confirmation."Pending"

f6894c2302eddcc560df
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Frontal muzzle view appears visually related to sample 18. The mask covers broad muzzle anatomy, and the photograph does not establish infection."Pending"

88c8e08ada7386c00c94
foot_and_mouthFoot and Mouth Disease
Severe visual burden (provisional)
Rotated close-up head portrait appears visually related to sample 13. The mask covers the face and head; apparent source-image reuse limits independence claims."Pending"

3cae3a480002e96dee7d
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
A collage of cattle images; the detector selects one animal with conspicuous irregular skin texture. The LSD label is visually plausible as a research hypothesis, but the mask fills most of the animal."Pending"

3adc68aa32b01d8125a0
lumpy_skinLumpy Skin Disease
Moderate visual burden (provisional)
Watermarked standing brown bovine with people nearby. The mask largely follows torso and legs; lesion-specific coverage cannot be verified from that silhouette."Pending"

abc82742f54a618926d3
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
A differential-diagnosis slide contains separate LSD and PLSD panels. The selected crop is the right-hand panel under PLSD, creating a source-label concern for the LSD prediction."Pending"

084a16d375c7def150cd
lumpy_skinCattle (Healthy)
Unassessable - clinical review needed
A lower limb/hoof region has an obvious focal wound-like area. ViT predicts cattle/healthy despite an inherited LSD label. The mask covers broad leg regions rather than isolating the focal abnormality."Pending"

b55856490a64a22cf08c
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Stock photograph of a brown animal with multiple visible skin bumps. The prediction is compatible with the image label, but the mask paints most of the torso rather than separate bumps."Pending"

0d7ae26f299cd55eed53
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Dark bovine in vegetation with scattered visible skin irregularities. The mask follows nearly the whole animal; systemic illness and lesion-specific boundaries remain unassessed."Pending"

4f29459b1c003375d27f
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Close-up of the neck/dewlap and adjacent skin. The mask fills broad skin surfaces; local texture alone does not confirm the cause or whole-animal severity."Pending"

d0df514912d9c833b90b
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Watermarked whole-animal photograph with visible skin irregularities. The mask follows the body and legs; background framing influences the reported area fraction."Pending"

95b26775c3d6e3a2c9cb
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Low-detail black-and-white image with extensive irregular skin texture. The mask covers broad torso regions instead of individual lesion candidates."Pending"

91f5eaa5bf4f1c28092e
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Highly processed black-and-white whole-animal image. The crop and mask are affected by strong texture/contrast; this limits interpretation of disease-specific lesion coverage."Pending"

b89039238c847e420e9b
lumpy_skinCattle (Healthy)
Unassessable - clinical review needed
A black-and-white cow with people nearby is labelled LSD in the dataset, while ViT predicts cattle/healthy. No clear nodules are established in this view; the disagreement requires reference-label review."Pending"

df8d20356f8ac57922b4
lumpy_skinLumpy Skin Disease
Severe visual burden (provisional)
Strongly processed close-up with extensive mottled texture. The mask covers most of the crop; its very large area is not independently verified lesion involvement."Pending"

88e021998f26c48407ab
mastitisMastitis
Unassessable - clinical review needed
Udder/teat region with a conspicuous dark discoloured patch. The crop localizes that region, but low classifier confidence and a broad mask limit disease and extent interpretation."Pending"

b466a8ad57c240470eb8
mastitisMastitis
Severe visual burden (provisional)
Close-up of a teat tip with red and yellow discolouration. The mask covers the teat and adjacent skin rather than a narrow visible abnormality; clinical cause is unverified."Pending"

4b99e6b9b5e2378125a4
mastitisMastitis
Severe visual burden (provisional)
A focal dark mark is visible at a teat tip held in a gloved hand. The mask covers much of the teat and extends beyond the focal mark; clinical mastitis cannot be confirmed from this alone."Pending"

124be90f32e2c5f7b545
mastitisMastitis
Moderate visual burden (provisional)
A teat is held in gloved fingers without a clearly bounded focal lesion visible at this scale. The mask broadly covers teat anatomy; source mastitis label remains unverified."Pending"

db63d61f2e94c67dd46d
mastitisMastitis
Severe visual burden (provisional)
Close-up of a teat opening with green material or colouring. The mask fills almost the entire skin surface; the material and its clinical significance cannot be determined from the image."Pending"

cf344e8b1a0392187b88
mastitisMastitis
Severe visual burden (provisional)
Watermarked image of a full udder. YOLO uses a cattle label while ViT predicts mastitis; the mask covers the udder broadly. No milk or systemic findings are supplied."Pending"

da857a60bfcb390842ae
mastitisMastitis
Severe visual burden (provisional)
A dark cylindrical close-up has an uncertain anatomical/collection context. The model and inherited label say mastitis, but the image does not establish milk findings or a verifiable lesion boundary."Pending"

af05dcfc1b44d2654d59
mastitisMastitis
Severe visual burden (provisional)
Watermarked udder close-up with visible colour variation. The mask covers most of the udder; a general udder outline is not validated inflammation or mastitis extent."Pending"

84695714fc5668f2ed45
mastitisMastitis
Severe visual burden (provisional)
Teat/udder skin shows local colour change near its base. The mask covers broad teat and surrounding skin regions rather than isolating a bounded abnormality."Pending"

4b18ffd827b0f5e90c6d
mastitisMastitis
Severe visual burden (provisional)
Close-up of a teat tip with a small dark focal mark. The mask fills most of the teat, far beyond the visible mark; coverage should not be treated as clinical severity."Pending"

ea727fa100c75e13e453
mastitisLumpy Skin Disease
Unassessable - clinical review needed
Large visibly discoloured and wound-like tissue region. ViT weakly predicts LSD rather than the inherited mastitis label; neither diagnosis is confirmed and the broad mask lacks a reviewed reference."Pending"

12da41e17baab2402e47
mastitisNot assessed
Not assessed
Dark close-up with a teat/cup-like context is not localized by YOLO. Classification and segmentation were skipped, so no downstream output can be reviewed or accepted."Pending"