Evidaxis

DeepChem

repo
AI Drug Discovery · n = 19 · deepchem/deepchem
Tracked · conf medium
momentum
momentum 63.9 of 100 63.9 /100
momentum
63.9/100
pctile
p89
convergence gate
Convergence gate: gate shut × ×
gate
0 of 2 axes

gate shut.

gate shut
position in cohort distribution one of 19 in cohort
percentile 89 within cohort p25 p50 p75 p0 p100
percentile
p89
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z+2.96 within cohort, log-slope +0.022/wk.0+2.96
velocity z
+2.96 σ
slope
+0.022/wk
log-slope +0.022/wk
convergence planefull gate = rising
DeepChem on the convergence plane DeepChem at velocity z +2.96 and citation z -0.73, against 13 dual-axis cohort peers. neither axis clears the Rising gate (z>=1 + positive slope). z>=1 median velocity z → citation z ↑ AlphaFold3: velocity z -0.56, citation z +0.42 Boltz: velocity z -2.58, citation z +2.07 DiffDock: velocity z +0.01, citation z -0.35 ESM / ESMFold: velocity z -0.03, citation z +0.49 Foldseek: velocity z -2.99, citation z +0.66 gnina: velocity z +2.86, citation z -0.35 Graphormer: velocity z +0.99, citation z -0.23 OpenFold: velocity z -0.02, citation z -0.41 ProteinMPNN: velocity z +0.00, citation z -0.51 RFdiffusion: velocity z +0.66, citation z +0.09 SaProt: velocity z -1.85, citation z +1.10 TorchDrug: velocity z +0.01, citation z -0.18 Uni-Mol: velocity z +0.01, citation z +0.54 DeepChem
velocity z
+2.96
citation z
-0.73
peers
18

neither axis clears the Rising gate (z>=1 + positive slope).

citation z
citation z gaugecitation z-0.73 within cohort, log-slope +0.421/yr.0-0.73
citation z
-0.73 σ
slope
+0.421/yr
log-slope +0.421/yr
cohort
19
systems measured
weekly commits
1.1
not rising
total citations
3,067
present
momentum
63.9
percentile p89
commit heatmap, last 26 weeks1.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 5 in a week, 10 active weeks, 16 total.week 1: 2 commitsweek 2: 1 commitsweek 3: 0 commitsweek 4: 0 commitsweek 5: 0 commitsweek 6: 0 commitsweek 7: 0 commitsweek 8: 0 commitsweek 9: 0 commitsweek 10: 0 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 0 commitsweek 15: 0 commitsweek 16: 0 commitsweek 17: 0 commitsweek 18: 5 commitsweek 19: 1 commitsweek 20: 1 commitsweek 21: 1 commitsweek 22: 1 commitsweek 23: 1 commitsweek 24: 2 commitsweek 25: 0 commitsweek 26: 1 commits
weeks
26
peak/wk
5
active
10
total
16
citations by yeartotal 3,067
Citations by year2012: 2, 2017: 6, 2018: 76, 2019: 158, 2020: 295, 2021: 352, 2022: 374, 2023: 422, 2024: 510, 2025: 541, 2026: 331. Total 3067 citations.2012: 2 citations1222017: 6 citations1762018: 76 citations18762019: 158 citations191582020: 295 citations202952021: 352 citations213522022: 374 citations223742023: 422 citations234222024: 510 citations245102025: 541 citations255412026: 331 citations26331
total cites
3067
years
11
latest yr
331
adoption 0 dependents 0 direct · pypi/deepchem · deps.dev · adoption signal, not part of the momentum score

DeepChem holds an Evidaxis momentum score of 63.9 of 100 on methodology m2, snapshot 2026-08-08, measured within the AI Drug Discovery cohort (n = 19). No axis is currently rising within the cohort, so it sits below the two-axis gate.

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -2.75, regime reversing. prior slope -0.017, recent slope +0.046 per week. -0.017prior 39w+0.046recent 13w-2.75×
swing
-2.75×
regime
reversing
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit Sharpereserved: <26 non-zero commit weeks
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m2
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m2
methodology gate snapshot 1 of 1 · · m2
commit weeks
52
citation years
11
shipped
2
reserved
4

shipped

  • recency-swing
  • commit-changepoint

reserved

  • commit-sharpe
  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m2

Adoption trend

DeepChem dependents over time6 points, range 0 to 0 dependents.
min
0 dependents
max
0 dependents
latest
0 dependents
points
6

Downstream packages depending on pypi/deepchem (deps.dev), captured point-in-time each snapshot. An adoption signal, not part of the momentum score.

Verdict

DeepChem is tracked. No axis is currently rising relative to its cohort.

Path to Rising: needs development velocity to recover (at least 5 commits per week and a positive within-cohort slope); citation momentum to turn positive within its cohort.

Sources

deepchem/deepchem development-velocity axis
OpenAlex paper citation-momentum axis (proxy: MoleculeNet (the standard DeepChem citation))
deepchem.io homepage

Embed this badge

Evidaxis tracked, DeepChem
[![Evidaxis: DeepChem](https://evidaxis.org/badge/e_YTYXW2BB5AP/2026-w32.svg)](https://evidaxis.org/e/e_YTYXW2BB5AP)

Others in AI Drug Discovery

AlphaFold3 AI Drug Discovery
Calibration
49
p50
vel -0.56 cit +0.42
axis dials
-0.56 +0.42
BioEmu AI Drug Discovery
Single-axis
88
p100
vel +3.02 cit no axis
axis dials
+3.02 n/a
Boltz AI Drug Discovery
Watch
47
p22
vel -2.58 cit +2.07
axis dials
-2.58 +2.07
Chai-1 AI Drug Discovery
Single-axis
30
p6
vel -1.62 cit no axis
axis dials
-1.62 n/a
DiffDock AI Drug Discovery
Tracked
48
p39
vel +0.01 cit -0.35
axis dials
+0.01 -0.35
DiffSBDD AI Drug Discovery
Single-axis
51
p61
vel +0.04 cit no axis
axis dials
+0.04 n/a

Full AI Drug Discovery cohort →

entity_id e_YTYXW2BB5AP methodology m2 snapshot 035a72a81e59 period 2026-w32 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m2, never edited by hand. Cite as: “Evidaxis, DeepChem, entity e_YTYXW2BB5AP, snapshot 2026-w32.”

Durable reference (format-independent): urn:evidaxis:claim:e_YTYXW2BB5AP:m2:2026-08-08