COMMUNITY

Built in the open, governed in the open.

AURORA's growth is governed by a public council, three working groups, and an RFC process. Today these run with pilot partners; at public alpha they open to anyone.

11 council seats3 working groupsRFCs public · Q4 ’26
I · The Council

Eleven seats. Rotating, public, quorum-driven.

The council reviews RFCs, allocates priorities and ratifies releases. Six-month terms. Every vote logged.

Seat 01–04

Clinical (4)

One seat per major specialty represented in current modules: neuro-oncology, paediatric neurosurgery, fetal medicine, craniofacial.

Seat 05–06

Research (2)

Computational biology / imaging research seats; rotate across institutions.

Seat 07

Engineering (1)

Reserved for an active maintainer of the AURORA core substrate.

Seat 08

Ethics (1)

Independent ethics seat; cannot be filled by core team members.

Seat 09

Equity & global health (1)

Reserved for an LMIC-program representative — never empty.

Seat 10–11

Patient advocate (2, permanent)

Two permanent seats for patient and family advocates. Plain-language reviews of every release.

II · Working groups

Three groups. Open meetings.

WG-A · Clinical translation

Co-design sessions with module leads and partner hospitals. Owns the decision-support surfaces, audit trails and override semantics. Weekly office hours.

WG-B · Substrate

The federation runtime, provenance and signing, deployment targets, observability. The "boring" group that everything else depends on. Bi-weekly.

WG-C · Ethics & equity

Equity-as-loss, consent metadata, bias audits, model-card standards. Veto rights at the release gate. Meets at every release candidate.

III · RFC process

How new modules are born.

New disease modules and major architectural changes enter AURORA through an RFC. The first eight modules followed this path.

The pipeline

Six stages, public minutes at every step.

  1. 01Draft4 active · 41 all-time

    One-pager naming the disease, substrate sketch, candidate sponsors.

  2. 02Sponsors3 active · 27 all-time

    ≥1 clinical, ≥1 research. Two are stronger than four.

  3. 03Council review2 active · 22 all-time

    Quorum-driven discussion. Ratify, revise, or decline — minutes published.

  4. 04Skeleton1 active · 14 all-time

    Ratified RFCs trigger a module skeleton — repos, model cards, contracts.

  5. 05Pilot2 active · 11 all-time

    Scoping period with sponsors. No clinical surface ships yet.

  6. 06Ship0 active · 8 all-time

    First public alpha under MIT alongside model cards and equity audit.

Sponsor signal

Every RFC has a paper trail from first draft to ratification.

Coimbra · paed neurosurg Sat, 14:22
Drafting AURORA-MOYA. Have ~340 indexed paed cases and a Boston Children's contact who'll sign as second clinical. Council slot for next Tue?
Slotted. Bring the Suzuki-stage breakdown and the indirect-bypass timing question — that's the discussion point.
Sat, 14:31
Sant Joan de Déu Barcelona Sun, 09:04
Co-signing as second clinical sponsor. We can contribute the angiography preprocessing pipeline as a starting point.
RFC-0089Two clinical sponsors locked. Moves to council review.
8
modules ratified
14
RFCs in flight
96%
public minutes coverage
21d
median draft → council
Council activity

Submissions and ratifications, by quarter. Bigger queue means more pressure on review bandwidth — not necessarily more shipping.

Drafts submitted Ratified
06121824Q1·25Q2·25Q3·25Q4·25Q1·26Q2·26Q3·26Q4·26
IV · Code of conduct

A working environment we are willing to defend.

We follow a plain-language code of conduct based on the Contributor Covenant, adapted for the clinical context. The short version:

Be precise. Be kind. Disagree on the substance; never on the person. When a patient or family advocate is in the room, the room belongs to them first.

Maintainers enforce the code. Persistent violations cost commit access and council eligibility. There is no special tier for "important" contributors.

V · Bring your idea

Forms, ideas, open mail.

Eight ways to plug in. Pick one, fill the fields, and either post it to the ideas board on this device, copy it as Markdown for GitHub, or open your mail client with a pre-filled message to the right AURORA inbox.

Propose a new module

Pitch a new disease module to the council — RFC-style.

Ideas board

What's on this device.

Posted submissions live in this browser only (until you send them via email). They are not synced to a server.

Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
Invite us to speakDEMO
EANS 2026 · Lisbon — keynote slot, Saturday plenary
Your nameConference chair · EANS 2026
EventEANS 2026 · Lisbon — keynote slot, Saturday plenary
Date2026-10-17
Audience~3,400 European neurosurgeons + ~600 trainees. Hungry for something that isn't a vendor pitch. 40 min + 20 min Q&A. Live-streamed.
8/12/2026, 10:53:17 PMsample
Propose a new moduleDEMO
Moyamoya — paediatric ischaemic stratification
Your nameDr. Lena Okafor
Role / institutionPaed neurosurg fellow · Hospital Universitário de Coimbra
Disease or conditionMoyamoya — paediatric ischaemic stratification
Why this module belongs in AURORAPaediatric moyamoya gets swept into adult ischaemic-stroke pipelines and the indirect-bypass timing decision falls apart. We carry six cases a year and nothing in AURORA-* speaks to revascularisation planning across the Suzuki stages. There is room for an AURORA-MOYA module sitting next to GLIO and HYDRO.
Possible clinical / research sponsorsCoimbra · Sant Joan de Déu Barcelona · Boston Children's (informal)
Data sources you have access to12y of paed angiography + perfusion MR; ~340 indexed cases; consented for federated training under our existing ethics frame.
8/15/2026, 2:31:17 AMsample
Patient · advocate inputDEMO
AURORA-DWM
Your name (optional)M. (parent · DWM cohort)
Which module is this about?AURORA-DWM
What we should hearThe decision support is great for the surgeons. For us it was a wall of percentages. We needed someone to tell us what the percentages meant for a six-month-old who already had two shunt revisions. The plain-language layer cannot be an afterthought — it is the surface our family actually touches. Please keep the advocate seats permanent, not advisory.
Contact (optional)(opted out)
8/14/2026, 11:53:17 PMsample
Open an RFCDEMO
RFC-0042 · Equity gate hardening for sub-100-case strata
Your nameYusuf Demir
RFC titleRFC-0042 · Equity gate hardening for sub-100-case strata
ScopeEthics & equity
SummaryCurrent equity-as-loss term collapses when a stratum has <100 cases — variance dominates and the gate either trips on noise or waves the release through. Proposing a Bayesian shrinkage prior tied to the global rate, with the gate threshold widening proportionally to the posterior interval. Alternatives considered: hard-coded minimum N (rejected — disenfranchises rare-disease strata), bootstrap CI (too compute-heavy at training time).
8/14/2026, 5:53:17 PMsample
Report an issueDEMO
AURORA-CRANIO · photo triage (mobile)
Your namePriya Anand
Module / surfaceAURORA-CRANIO · photo triage (mobile)
Version0.6.2-pilot
What you expectedAsymmetry score should be invariant to camera roll within ±15°.
What happenedScore drifts ~0.08 between portrait and landscape captures of the same infant; the gate flips from 'monitor' to 'refer' on a re-shoot.
Steps to reproduce1. Open CRANIO photo capture · iPad · 0.6.2-pilot. 2. Shoot vertex view in portrait, then again in landscape. 3. Diff the asymmetry scores in the audit log.
8/14/2026, 12:53:17 PMsample
Apply to the pilotDEMO
Karolinska — Department of Clinical Neuroscience
Your nameProf. Sven Lindqvist
InstitutionKarolinska — Department of Clinical Neuroscience
Your roleResearcher
Modules of interestGLIO, ENCEPH
What you want to doOn-prem deploy behind our firewall, federated training only, no patient data leaves the cluster. Interested in being a replication site for the GLIO extent-of-resection benchmark and contributing the ENCEPH seizure-onset zone localiser we have been sitting on for two years.
8/14/2026, 12:53:17 AMsample
Suggest a subsystemDEMO
AURORA-SPINA
Your nameHannah Voss
Target moduleAURORA-SPINA
Subsystem nameSPINA-FETAL-TIMING
What it doesA decision-support subsystem for prenatal vs postnatal repair timing in open spina bifida. Takes fetal MRI, ventricular size trajectory, lesion level and maternal factors; returns a calibrated 'window of benefit' instead of a yes/no recommendation. Surgeons keep the call — the subsystem just makes the trade-offs legible.
How it fits with existing subsystemsSits upstream of the existing SPINA-OUTCOME subsystem; would share the fetal MR preprocessing pipeline with HYDRO.
8/13/2026, 12:53:17 PMsample
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