The chart has a basement

The era gantt is a wall: five public eras, measured in years. It stands on a floor at 90° — the six-layer private funnel, on the visit clock, in days. Drag to orbit (↕ elevation, ↔ angle) and the connections show: each era drains through the floorboards onto the column that can receive it. Column height = what survives that layer (schematic); the conveyor on the floor is the private cascade with its real leak names. Three pads are dashed — no public instrument ever lands there — and their columns fill daily anyway. Hover any bar, pad, or column.
drag ↕ elevation · ↔ angle · space flips · ←/→ steps
The wall — the public era cascade · x = calendar years · five questions, each more real
20192020202120222023202420252026
TODAY
The exam era — can it recall medicine?multiple-choice knowledge · saturated at 84–90%, at/above physician level
MedQA '20
MedMCQA '22
Med-PaLM passes '22
GPT-4 aces USMLE '23
ends as marketing:
"100% on USMLE"
The rubric era — can it converse safely?physician-written rubrics over multi-turn chats
Med-PaLM long-form '23
HealthBench May '25
length-adjusted scoring '26
The task era — can it do clinical work?real EHR data · agentic workflows
MedHELM '25 · 121 tasks
MedAgentBench '25 · 70→92% in 6mo
ARISE · MAST '26
The usage erawhat do clinicians actually ask? benchmarks curated from real use
OpenEvidence 1M/day '26
HealthBench Pro Apr '26 · 15k real chats
usage ran ahead of evaluation:
~⅔ of US physicians before any
benchmark measured their questions
The outcome eradid it change the patient?
Abaluck et al. · ARISE call for post-deployment eval '26
the era the field is asking for — its instruments
(funnels, decision streams, reconciliation)
already run daily, on the floor of this chart
public, on the wall · the floorboards · private, on the floor
The floor — the private funnel · visit clock, continuous · column heights & stream counts are schematic; the leak names are real
1 · Deliveryapp DB · generated → published∅ no public rain
2 · Exposuretracker views ∪ app-DB opens∅ no public rain
3 · Engagementthe session · where public rain lands
4 · Actionaccept / reject · sandbox rain only
5 · Trustthe bug reports∅ no public rain
6 · Outcomereconciled · RCTs visit rarely
the chart
Table view — every bar, column, and stream
SurfaceItemWindowWhat it isThe catch
The wall
public · years
Exam era → Engagement2019–24Multiple-choice recall — MedQA, MedMCQA, Med-PaLM, GPT-4/USMLEsaturated at 84–90%; grades the answer, exposure assumed away
Rubric era → Engagement2023–Physician rubrics over multi-turn chats — HealthBenchverbosity gamed rubrics; scoring patched '26
Task era → Action2024–Real EHR tasks, agentic workflows — MedHELM, MedAgentBench, ARISE·MASTsandbox actions; real adoption invisible
Usage era → Engagement2025–Benchmarks curated from real use — HealthBench Pro, OpenEvidencefrozen session telemetry; usage ran ahead of eval
Outcome era → Outcome2026–Did it change the patient? — Abaluck et al., ARISE callsthe only public thread to layer 6; years per verdict
The floor
private · days
1 Delivery · dry−3d → visitgenerated → published (app DB)no public instrument, ever
2 Exposure · dry−7d → visitqueue → viewed (views ∪ opens)"delivered" isn't reach: 12%→44% when denominator = viewed
3 Engagementthe visitthe session — open time, turns, patients touchedreceives nearly all public rain, as frozen slices
4 Actionvisit → +3daccept / reject, deduplicatedsandbox rain only; know whose click it was
5 Trust · dryvisit → +14dthumbs → rejection comments in reviewthe comment is the bug report; nothing public reads it
6 Outcome+1d → +30dEHR evidence reconciled to what the AI saidfills daily privately; RCTs visit once per multi-year study
Wall adapted from the era cascade (deck, slide 03); floor layers from the visit-clock monitoring map — sources are linked inside those artifacts. Streams, guides, and column heights are schematic: stream counts ∝ each era's share, columns & conveyor ∝ the funnel's attrition — and every column stands whether or not anything public is watching. Print gives wall and floor flat.