Observation series — Good Machine Learning Practice for Medical Device Development: Guiding Principles
43 observation(s) recorded. 43 carry an address; none is without one. 43 retained normalised text and hold a digest.
Each observation is addressed by this row’s identifier, the date it was observed, and its sequence within that date — the same key /api/v1/series.jsonl publishes as `sequence`, counted in the order the store recorded them.
This digest is a leaf of the integrity root, and the command that recomputes it is published at /verify.
Every addressed record below carries its own citation, naming the day, the URL that answered, the response as recorded, and the digest where one exists. Where none exists the citation says so and asserts no digest.
| Address | Date | Outcome | Method | Normalised text | SHA-256 of normalised text |
|---|---|---|---|---|---|
2026-08-22·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-22·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-22 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,798 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22 — the day this
observation was recorded, UTC.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-22-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,798 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-22·2 Cite this observationGxPlex observation record fda-gmlp 2026-08-22·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-22 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,798 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22 — the day this
observation was recorded, UTC.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-22-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,798 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-23·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-23·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-23 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,808 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-23 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-23-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,808 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-24·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-24·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-24 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,803 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-24 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-24-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,803 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-25·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-25·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-25 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,804 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-25 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-25-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,804 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-25·2 Cite this observationGxPlex observation record fda-gmlp 2026-08-25·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-25 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,804 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-25 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-25-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,804 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-26·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-26·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-26 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,795 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-26 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-26-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,795 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-26·2 Cite this observationGxPlex observation record fda-gmlp 2026-08-26·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-26 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,795 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-26 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-26-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,795 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-27·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-27·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-27 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,807 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-27 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-27-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,807 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-28·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-28·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-28 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,807 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-28 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-28-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,807 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-29·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-29·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-29 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,802 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-29 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-29-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,802 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-29·2 Cite this observationGxPlex observation record fda-gmlp 2026-08-29·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-29 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,802 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-29 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-29-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,802 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-30·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-30·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-30 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,797 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-30 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-30-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,797 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-30·2 Cite this observationGxPlex observation record fda-gmlp 2026-08-30·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-30 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,797 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-30 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-30-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,797 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-08-31·1 Cite this observationGxPlex observation record fda-gmlp 2026-08-31·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-08-31 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,812 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-08-31 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-08-31-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,812 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-01·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-01·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-01 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,796 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-01 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-01-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,796 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-02·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-02·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-02 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,297 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-02 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-02-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,297 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-02·2 Cite this observationGxPlex observation record fda-gmlp 2026-09-02·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-02 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,297 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-02 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-02-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,297 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-03·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-03·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-03 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,287 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-03 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-03-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,287 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-04·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-04·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-04 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,301 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-04 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-04-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,301 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-04·2 Cite this observationGxPlex observation record fda-gmlp 2026-09-04·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-04 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,301 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-04 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-04-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,301 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·2 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·2
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 2 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-2
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·3 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·3
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 3 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-3
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·4 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·4
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 4 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-4
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·5 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·5
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 5 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-5
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·6 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·6
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 6 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-6
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·7 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·7
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 7 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-7
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·8 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·8
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 8 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-8
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-05·9 Cite this observationGxPlex observation record fda-gmlp 2026-09-05·9
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-05 (record 9 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,292 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-05 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-05-9
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,292 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-06·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-06·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-06 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,297 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-06 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-06-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,297 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-07·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-07·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-07 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,288 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-07 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-07-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,288 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-08·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-08·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-08 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,297 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-08 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-08-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,297 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-09·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-09·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-09 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,291 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-09 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-09-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,291 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-10·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-10·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-10 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,298 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-10 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-10-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,298 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-11·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-11·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-11 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,291 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-11 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-11-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,291 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-12·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-12·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-12 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,293 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-12 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-12-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,293 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-13·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-13·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-13 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,295 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-13 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-13-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,295 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-14·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-14·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-14 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,294 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-14 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-14-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,294 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-15·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-15·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-15 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,287 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-15 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-15-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,287 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-16·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-16·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-16 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,298 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-16 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-16-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,298 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-17·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-17·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-17 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,447 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-17 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-17-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,447 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b | |
2026-09-18·1 Cite this observationGxPlex observation record fda-gmlp 2026-09-18·1
Document: Good Machine Learning Practice for Medical Device Development: Guiding Principles
Observed: 2026-09-18 (record 1 of that day)
Answered at: https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
Response: HTTP 200, fetched direct, 35,454 bytes returned
Digest: SHA-256 ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b
1,890 characters of normalised text.
The digest is of the NORMALISED text, not of the bytes served:
tags, scripts, navigation and volatile strings are removed before
hashing, so hashing the source as served will not reproduce it.
Normalisation is described at https://gxplex.com/methodology; the
command that recomputes a digest is published at
https://gxplex.com/verify.
Capture: https://web.archive.org/web/20260822080019/https://www.fda.gov/medical-devices/software-medical-device-samd/good-machine-learning-practice-medical-device-development-guiding-principles
(Internet Archive, submitted 2026-08-22, before this observation
was recorded on 2026-09-18 UTC. NOT a capture of this
observation.)
Permalink: https://gxplex.com/observations/fda-gmlp#obs-2026-09-18-1
Full record: https://gxplex.com/api/v1/series.jsonl | HTTP 200 · 35,454 bytes returned | direct | 1,890 chars | ef0dfb4023b7025fce6599e8601cb3c2f246b887e3898de771dd574ba4ffb34b |
Every record above is published untruncated at /api/v1/series.jsonl,
which carries the same sequence these addresses are built
from.