French medical decision models by Bofeng Huang: pass a patient message or clinical note, a question and candidate answers, and get one probability per answer from a single forward pass. Choice, score and noul. A research model, not a medical device.
StartLux's decision family in six sizes, 0.8B to a 35B-A3B mixture of experts. All questions in a request are answered in one forward pass, with a probability for every option, through a TypeSafe /v1/systemone-compatible server. Text, JSON or images, up to 256K tokens.
Decides
choice, score, noul
choice, score, noul
Architecture
docto-decision
startlux-decision
Fine-tuned from
qwen/qwen3.5-4b
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License
apache-2.0
cc-by-nc-4.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
88.9%
88.3%
Calibration error
0.079
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Valid action rate
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Median latency
47 ms
26 ms
p95 latency
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Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.
Questions
What is the difference between docto-decision and startlux-decision?
docto-decision is from Bofeng Huang and startlux-decision from StartLux. Both have open weights you can download and run. Both answer choice, score and noul questions. docto-decision is the smaller model, at 4.7B parameters to 4.7B. docto-decision is licensed apache-2.0; startlux-decision, cc-by-nc-4.0.
Which is more accurate, docto-decision or startlux-decision?
They report on different suites — docto-decision 88.9% on Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark), startlux-decision 88.3% on JevBench public set (231 items; 204 correct), maker's run — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, docto-decision or startlux-decision?
docto-decision: Free (open weights). startlux-decision: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, docto-decision or startlux-decision?
By their publishers’ figures, startlux-decision answers in about 26 ms at the median and docto-decision in about 47 ms — measured on different hardware, so treat it as a rough guide.
Can I run docto-decision or startlux-decision locally?
Yes, both: systemone pull bofeng-huang/docto-decision and systemone pull startlux/startlux-decision download the weights.
Evaluation suite
Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
JevBench public set (231 items; 204 correct), maker's run
