Task 679 · Pediatric Chest X-Rays · Live contest

Throughput, cost and quality, at the same time.

1,834 labelers and 7 frontier models are classifying 5,731 pediatric chest radiographs; 244k reads collected so far.

244kOpinions collected43 reads per case, on average
A fractionof in-house review, per caseAll reads and aggregation included
74.8 vs 58.9All-case accuracy+15.9 points over Gemini 3.1 Pro
Task-level quality

Every consensus case, against ground truth

Of the 5,731 cases in this contest, 3,002 have reached consensus: 70%+ agreement among 3+ qualified opinions. This matrix covers those. The 74.8% above and on the datasets page is scored over every case, including the ones still unsettled, so it runs lower.

Consensus label ↓
Correct label →
bacterial pneumonianoneviral pneumoniaRow total
bacterial pneumonia1,36691.2% of column40.4%16539.3%1,535
none352.3%1,07699.3% of column5914.0%1,170
viral pneumonia976.5%40.4%19646.7% of column297
Cases with this answer1,4981,0844203,002
Consensus accuracy91.2%99.3%46.7%87.9%

Confusion matrix · Topic 679 · 3,002 consensus cases · 2,638 on the diagonal

One of the 1,366

A single case, from the highlighted cell

The matrix says the consensus is right 91% of the time on cases like this one. The replay shows the mechanism that gets it there.

Frontal chest radiograph of a young child, right marker upper left
Case 1189372 · Image classification

Identify pneumonia findings

A · bacterial pneumoniaB · noneC · viral pneumonia
24
qualified reads to settle
3
filtered below Q 45
71%
agreement at settle
real recorded reads

Contest statistics from Centaur task 679; confusion matrix over its consensus cases, headline accuracy over all cases. Replay of real opinions from a live Centaur case; timeline compressed for playback, Q-scores as recorded at submission.