Evidaxis
Dated record

label-studio-ml-backend

repo · HumanSignal/label-studio-ml-backend · paper: not linked · as of

Niche: not yet assigned.

0.9 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no admitted own package. 1,109 GitHub stars, recorded, not scored. Measured for label-studio-ml-backend as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked. Source definitions and captured readings accompany these measurements.

commits/wk 0.9 averaged, trailing window last commit week 2026-11-01 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not in the scored panel weekly axis input; partition 2026-11-07 no reading · deps.dev snapshot ·
stars 1,109 recorded, not scored measured · GitHub ·

Is label-studio-ml-backend still maintained?

0.9 commits per week averaged over the trailing window.

GitHub averaged 0.9 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: 5 · vs 26 weeks earlier: 5 · 52-week range: 0 to 6 commits in an individual week.

line chart: label-studio-ml-backend, weekly commits, 5 in latest week, 2025-11-09 to 2026-11-01
label-studio-ml-backend averaged 0.9 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-09-131
2026-09-200
2026-09-270
2026-10-040
2026-10-110
2026-10-180
2026-10-253
2026-11-015
heatmap chart: label-studio-ml-backend, weeks with commits, 16 of 26, 2026-05-10 to 2026-11-01
16 of the last 26 captured weeks had commits for label-studio-ml-backend. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-093
2025-11-161
2025-11-232
2025-11-300
2025-12-070
2025-12-143
2025-12-211
2025-12-280
2026-01-040
2026-01-112
2026-01-180
2026-01-251
2026-02-010
2026-02-081
2026-02-153
2026-02-220
2026-03-010
2026-03-081
2026-03-151
2026-03-225
2026-03-291
2026-04-050
2026-04-121
2026-04-190
2026-04-261
2026-05-030
2026-05-102
2026-05-171
2026-05-240
2026-05-310
2026-06-071
2026-06-142
2026-06-211
2026-06-286
2026-07-051
2026-07-126
2026-07-192
2026-07-262
2026-08-021
2026-08-090
2026-08-161
2026-08-230
2026-08-301
2026-09-060
2026-09-131
2026-09-200
2026-09-270
2026-10-040
2026-10-110
2026-10-180
2026-10-253
2026-11-015

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week0.90.2-0.20.3 to 2GitHub, trailing 12 weeks2026-11-07Public query0.5
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependentsno readingno readingno readingno readingWeekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscorednot capturedPublic queryno reading
Stars1,1093no reading1,103 to 1,109GitHub stars, unscored2026-11-07Public query1,109

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How to cite label-studio-ml-backend's record?

Evidaxis. label-studio-ml-backend measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_27TYAQZHNNW:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_27TYAQZHNNW/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

What changed since the last snapshot?

1 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: label-studio-ml-backend, changed published values, 1, 2026-10-31 to 2026-11-07
1 published values changed for label-studio-ml-backend since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week0.50.90.4
Citing worksno readingno readingno reading
Weekly direct dependentsno readingno readingno reading
Stars1,1091,1090

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 7 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

What is not measured for label-studio-ml-backend, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Unmeasured slots
ReadingReason
Citing worksnot linked
Weekly direct dependentsoutside panel
Daily package dependents (unscored)no reading captured

Dependents: no admitted own package.

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 7 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

label-studio-ml-backend

repo
Unassigned (AI-v1 census) · n = 6545 · HumanSignal/label-studio-ml-backend
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - 1 of 3 axes measurable

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 6545 in cohort
percentile 20 within cohort p25 p50 p75 p0 p100
percentile
p20
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-0.84 within cohort, log-slope -0.014/wk.0-0.84
velocity z
-0.84 σ
slope
-0.014/wk
· Evidaxis snapshot · 2026-11-07
log-slope -0.014/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
6545
systems measured
weekly commits
0.9
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
39.5
percentile p20
commit heatmap, last 26 weeks0.9/wk
weekly commits, 26 weeks26 weeks of commits, peak 6 in a week, 16 active weeks, 36 total.week 1: 2 commitsweek 2: 1 commitsweek 3: 0 commitsweek 4: 0 commitsweek 5: 1 commitsweek 6: 2 commitsweek 7: 1 commitsweek 8: 6 commitsweek 9: 1 commitsweek 10: 6 commitsweek 11: 2 commitsweek 12: 2 commitsweek 13: 1 commitsweek 14: 0 commitsweek 15: 1 commitsweek 16: 0 commitsweek 17: 1 commitsweek 18: 0 commitsweek 19: 1 commitsweek 20: 0 commitsweek 21: 0 commitsweek 22: 0 commitsweek 23: 0 commitsweek 24: 0 commitsweek 25: 3 commitsweek 26: 5 commits
weeks
26
peak/wk
6
active
16
total
36
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +5.74, regime accelerating. prior slope +0.011, recent slope +0.063 per week. +0.011prior 39w+0.063recent 13w+5.74×
swing
+5.74×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value -0.000 with 95% CI -0.021 to +0.020, 50 degrees of freedom. CI spans zero.0-0.00095% CI -0.021, +0.020-0.021+0.020
sharpe
-0.000
95% ci
-0.021, +0.020
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-10-24), slope change +2.506 commits per week.2026-10-24
date
week
50 of 52
Δslope
+2.506/wk
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 7 of 7 · · m5

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
no reading
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt