1 What the grade is
An AI system writes a report on a radiograph. The report is compared with a reference reading of the same image. In versions 1 and 2 the image is a panoramic radiograph, and the reference was made by two oral and maxillofacial radiologists reading together and recording their consensus: the author and a second specialist in oral and maxillofacial radiology, under a written collaboration agreement. The comparison is reported one axis at a time.
The reference is frozen, and the rules, the tolerances, the order of the gates and the exam are fixed in a registered, dated document, before any system is graded; the reference's fingerprint travels with every result. A change requires a new registration. The images of versions 1 and 2 are 160 panoramic radiographs, pseudonymised on receipt by the researcher, keys held separately; 80 are the sealed exam and the other 80 are not.
A radiologist decides the fabrication count. The grader nominates; a radiologist rules every nomination on the image, and each row names who ruled: the author alone for the version 1 result, both readers together for the version 2 row.
The reference is revised only at a new version. Inventory errors are corrected at the next version of the reference, never while a system is graded or adjudicated against it. A finding a graded system surfaces and a radiologist confirms is credited to that system beyond the reference.
ADA Technical Report 1109:2025 calls for AI validation data to be held by a third party that is not an AI manufacturer.1
- 19 July 2026 The margins of the two secondary gates fixed, before any system was graded.
- 10 August 2026 First exam draw: 32 of the 160 two-radiologist reads, drawn by a pre-registered stratified draw with a self-committing seed and sealed since.
- 23 September 2026 The comparator's blind reads, sealed since each case's draw.
- 28 September 2026 Second draw: 48 more reads by the same procedure with its own seed. 80 cases sealed in all, each since its draw.
- 30 September 2026 Version 1 registered (osf.io/5nyx9). The comparator graded against the version 1 reference, 30 September to 1 October.
- 2 October 2026 The version 1 result adjudicated on the image by the author: 80 confirmed inventions in 37 of 80 cases.
- 17 October 2026 The two radiologists read all 160 cases again together, shown nothing a graded system had claimed: reference version 2, fingerprint 226d01ea46f4. Version 2 registered the same day (osf.io/zasnw).
- 18 October 2026 The comparator's reads graded again under reference version 2 and instrument v0.22; adjudicated by both readers together.
- 21 October 2026 Both registrations made public; this page published at 12:00 CEST (10:00 UTC).
2 The gates in plain words
Three gates in a fixed order, then one descriptive axis. Each is answered on its own. They are never added up.
- Gate 1 Inventing fails a system outright
-
A finding that contradicts the reference: a tooth or implant that is not there, a lesion on a tooth the reference explicitly clears, "all teeth present" where the reference records extractions. Every nomination is reviewed on the image by a radiologist before it counts.
The gate carries no margin. A graded system fails it when the radiologist confirms more inventions in its reports than in the comparator's reports on the same cases, under the same reference and instrument version; a tie passes. A system that fails this gate is not graded on the rest.
- Gate 2 Finding sensitivity secondary gate
-
The share of the reference's findings the system reported, averaged per case, under the published tolerances. Each finding counts once as the reference records it; the reference records bone loss tooth by tooth, so bone loss at several teeth counts once at each. A non-inferiority gate: the system may lose at most one reference finding in twenty against the comparator, and only when the whole 95 percent interval clears that bar. The interval is the range the result could plausibly take; it comes from resampling the cases ten thousand times.
Margin 0.05, fixed 19 July 2026. Comparator of versions 1 and 2: Claude Opus 5.5, its blind reads of 23 September 2026: image-only reads of the panoramic image with the report template, without the reference or any clinical context.
- Gate 3 Tooth-inventory recall secondary gate
-
How much of the reference's tooth inventory the system's report agrees with: which teeth are present, missing, impacted, retained as roots, restored, crowned, root-filled, replaced by implants. Scored on the cases with a scoreable inventory. The abnormal-states figure is recall on the missing, impacted, retained-root and implant states alone. Same margin and comparator as gate 2.
- Over-treatment descriptive, no gate
-
A definitive recommendation the imaging does not support: treatment named for a unit the reference shows still has structure, or for a finding the reference does not carry. Every such recommendation is listed and counted. No margin and no gate apply to it, and it can neither fail nor pass a system. Reported only for systems that emit recommendations.
What does not count against a system
- A call on a tooth or region where the reference is silent: it is set aside for radiologist image review, never scored automatically, and counts on gate 1 only when the radiologist rules it invented.
- A hedged statement.
- Missing a finding the reference marks possible.
- A different word for the same finding, a neighbouring-tooth slip, or a region-level statement that covers tooth-level findings (partial credit, published rules).
- The boundary cases the image cannot settle, each with a published tolerance.
- Attrition and wear are not graded.
- A statement of normal development for age, an age range given for an adult dentition, ordinary ridge resorption at an edentulous span, plain normal anatomy, or a blanket "none identified" line: these count neither for nor against a system.
3 Results
The comparator, graded under both versions of the reference.
Each row names its reads, its grading run, its adjudication, the reference version and fingerprint it was graded against, and the instrument version. Exam: 80 sealed cases. Every nomination on the first axis was reviewed on the image by a radiologist before it counted. Rows are listed in the order they were graded. No rank.
| Gate 1 Invented findings confirmed by a radiologist on the image; fails a system outright; fewer is better | Gate 2 Finding sensitivity mean per case, 95 percent interval; higher is better | Gate 3 Tooth-inventory recall mean per case, 95 percent interval; higher is better | Over-treatment Recommendations the image does not support descriptive; no gate |
|---|---|---|---|
Claude Opus 5.5 claude-opus-5-5
Blind reads of 23 September 2026 · graded 30 September to 1 October 2026 (run 20260930T155928Z) · adjudicated 2 October 2026, by the author alone · protocol version 1 · reference version 1, fingerprint f6e361f95e52 · instrument v0.20, grader claude-opus-5-5 · the lab informed 20 October 2026, 09:00 CEST | |||
| 80 per nomination, as registered 74 of 90 nominations, 6 of 86 reference-silent calls 37 of 80 cases | 0.355 0.299 to 0.412 | 0.944
0.922 to 0.962 · 65 scoreable cases
abnormal states only 0.871 0.808 to 0.927 · 61 cases |
3 descriptive |
Recorded, not on the gate
Outcome. The comparator line under reference version 1. No gate comparison: one system graded. | |||
Claude Opus 5.5 claude-opus-5-5
The same blind reads of 23 September 2026 · graded 18 October 2026 (run 20261017T235540Z) · adjudicated 18 October 2026, by both readers together · protocol version 2 · reference version 2, fingerprint 226d01ea46f4 · instrument v0.22, grader claude-opus-5-5 · the lab informed 20 October 2026, 09:00 CEST | |||
| 105 per nomination, the gate figure 69 per claim, derived from the same rulings 81 of 114 nominations, 24 of 58 reference-silent calls 39 of 80 cases | 0.387 0.333 to 0.442 | 0.947
0.926 to 0.965 · 65 scoreable cases
abnormal states only 0.888 0.832 to 0.936 · 62 cases |
5 descriptive |
Instrument v0.22 splits more statements into one nomination per tooth than v0.20 did, so this row prints both units: per nomination, the registered unit, and per claim, where one statement counts once however many teeth it names. Recorded, not on the gate
Outcome. The comparator line under reference version 2. No gate comparison: one system graded. | |||
Gate 1 Invented findings confirmed by a radiologist on the image; fails a system outright; fewer is better
Gate 2 Finding sensitivity mean per case, 95 percent interval; higher is better
Gate 3 Tooth-inventory recall mean per case, 95 percent interval; higher is better
0.808 to 0.927 · 61 cases
0.832 to 0.936 · 62 cases
Over-treatment Recommendations the image does not support descriptive; no gate
Claude Opus 5.5 · reference v1
Blind reads of 23 September 2026 · graded 30 September to 1 October 2026 (run20260930T155928Z) · adjudicated 2 October 2026, by the author alone · protocol version 1 · reference version 1, fingerprint f6e361f95e52 · instrument v0.20, grader claude-opus-5-5 · the lab informed 20 October 2026, 09:00 CEST
Recorded, not on the gate
- Over-calls a hedge would have covered
- 16
- Real findings beyond the reference, verified on the image
- 70
-
- 41 routine detail the reference records only where it bears on a treatment decision or a referral (ridge resorption 17, age band 6, normal anatomy 4, forming third molars 2, physiologic resorption of primary teeth 4, soft-tissue calcification without significance 5, incidental findings without significance 3)
- 29
other findings the reference could have carried, candidates for the next reference version, by type (horizontal alveolar bone loss 11, periodontal stage band 9, restoration 4, missing tooth 3, loss of coronal structure 1, other 1)
- 7 of these other findings, tooth-inventory states the readers had recorded and the version 1 reference omitted, carried by version 2 (missing tooth 3, restoration 4; ruled 18 October 2026)
Sorted by the radiologist after the exam (2 October 2026). The sorting is not part of the registered protocol; the registered count above is the unsorted total and prints with these lines.
- Not callable on this image (neither an invention nor a credit)
- 10
- Singleton audit, a check on the grader, not on the system
- 9 reviewed: 4 invented, 3 real, 2 over-calls, 0 not callable
Outcome. The comparator line under reference version 1. No gate comparison: one system graded.
Claude Opus 5.5 · reference v2
The same blind reads of 23 September 2026 · graded 18 October 2026 (run20261017T235540Z) · adjudicated 18 October 2026, by both readers together · protocol version 2 · reference version 2, fingerprint 226d01ea46f4 · instrument v0.22, grader claude-opus-5-5 · the lab informed 20 October 2026, 09:00 CEST
Instrument v0.22 splits more statements into one nomination per tooth than v0.20 did, so this row prints both units: per nomination, the registered unit, and per claim, where one statement counts once however many teeth it names.
Recorded, not on the gate
- Over-calls a hedge would have covered
- 33
- Real findings beyond the reference, verified on the image
- 22
-
- 12 routine detail the reference records only where it bears on a treatment decision or a referral (ridge resorption 1, physiologic resorption of primary teeth 1, soft-tissue calcification without significance 8, incidental findings without significance 2)
- 10 other findings the reference could have carried, candidates for the next reference version, by type (restoration 3, caries 1, loss of coronal structure 1, implant 1, periodontal stage band 1, root filling 1, intrinsic sinus finding 1, soft-tissue calcification recorded as incidental and normal 1)
Sorted by the families the radiologist fixed after the version 1 exam (2 October 2026), applied unchanged to this run. The sorting is not part of the registered protocol; the registered count above is the unsorted total and prints with these lines.
- Not callable on this image (neither an invention nor a credit)
- 12
- Singleton audit, a check on the grader, not on the system
- 13 reviewed: 5 invented, 6 real, 1 over-call, 1 not callable
Outcome. The comparator line under reference version 2. No gate comparison: one system graded.
Data: leaderboard.csv · leaderboard.json. One row per grading run, one column per value, exact model IDs, run dates and per-axis intervals. Licence CC BY 4.0.
How to read the table
- Gate 1 fails a system outright. With one system graded, no gate comparison exists; a later row is read against the comparator's row under the same reference and instrument version.
- Gates 2 and 3 are non-inferiority gates against the comparator with a margin of 0.05 on the whole 95 percent interval of that difference. Each row's interval is the 95 percent interval of its mean per case from a bootstrap that resamples whole cases, ten thousand resamples, seed 20260719.
- Over-treatment is descriptive: listed and counted, no margin, no gate.
- Real findings beyond the reference print with their sorting: the families the reference leaves out by design, and every other type by name with its number.
- Batches. Rows are added in batches. Each batch is graded under one instrument version, named in its rows.
Independence
- No AI lab funds this work.
- The paid grading service is separate from the public results.
Notice to AI labs
- No lab sees a sealed case.
Names
- Publicly available general models appear by name and exact model id.
- A dental-AI vendor's result appears here only when graded under its own agreement and on the vendor's decision.
4 The registered protocol
Registered text, reproduced in full
Radigrade: protocol for grading AI panoramic-radiograph reports against a two-radiologist reference. Version 2, registered 17 October 2026. OSF Registries, osf.io/zasnw, DOI 10.17605/OSF.IO/ZASNW.
The registered copy at the DOI is the binding text. This page reproduces it. Where the registered copy carries the tag [v2], this page shows a bar in the margin, or an underline inside a paragraph.
Supersedes version 1 (osf.io/5nyx9, registered 30 September 2026) for all grading against the version 2 reference; version 1 and its result stand as registered.
What changed since version 1
- The reference was revised. After the version 1 result was adjudicated on 2 October 2026, the two radiologists read all one hundred and sixty cases again together on 17 October 2026. At that reading they were not shown any finding that a graded system had claimed. What they recorded on their own, with the tooth-inventory checks of section 7, is version 2. A finding that a graded system had surfaced and that the radiologists did not record on their own is not in version 2; it stays credited to that system as a verified finding beyond the reference, exactly as version 1 handled it.
- The grader was revised. It is the same model, called through its application interface instead of a command-line client, with a longer allowance for its reasoning. Its vocabulary gained terms taken from the textbooks the reference follows, some prompted by the version 1 review, none copied from a case. Rules learned at the version 1 review were written into it; section 7 states them.
- The three honesty checks of section 6 were run again under the revised grader and passed before any system was scored with it.
- Some reads of version 1 recorded teeth as present that the radiologists had charted as missing or as retained roots; version 2 carries the chart. Rows that stated the adequacy of a root filling are not in version 2: the adequacy of a root filling is not a class the reference records.
- Sections 2, 4 and 6 to 10 gain passages marked [v2]; one sentence of version 1 is corrected, the invention gate's sentence in section 10.
§1What is graded
A panoramic-radiograph report produced by an AI system, compared against a reference reading of the same image made by two oral and maxillofacial radiologists reading together and recording their consensus. The reference is frozen before any system is graded; its fingerprint is in section 10 and is published with every result.
§2What the reference asserts, and what it does not
- A finding in the reference is one both radiologists would sign from that image alone. Findings that need a periapical film, a CBCT or a clinical examination to settle are not in the reference; they appear as recommendations for further imaging.
- Silence on a tooth or a region means "nothing callable on this image". It is never a statement that the tooth or region is normal.
- The tooth inventory is asserted: which teeth are present, missing, impacted, retained as roots, restored, crowned, root-filled, replaced by implants.
- A finding marked possible is one the radiologists saw but would not require a competent reader to call.
- A dental-age estimate in the reference is a range no narrower than the image supports without a history; a cause that needs a history the image does not hold is described, not named.
§3What counts against a system
- Inventing. A finding that contradicts the reference: a tooth or implant that is not there, a lesion on a tooth the reference explicitly clears, "all teeth present" where the reference records extractions. This is the first gate and the one that fails a system outright. Every nomination is reviewed on the image by a radiologist before it counts.
- Over-treatment. A definitive recommendation the imaging does not support: treatment named for a unit the reference shows still has structure, or for a finding the reference does not carry. This axis is descriptive: every such recommendation is listed in the system's report and counted, no margin and no gate apply to it, and it can neither fail nor pass a system. A margin arrives only by a new registration, once the reference's own treatment lines exist. Reported only for systems that emit recommendations.
§4What does not count against a system
- A call on a tooth or region where the reference is silent. It is set aside for radiologist image review, never scored automatically; section 7 gives the review's verdicts.
- A hedged statement ("cannot exclude", "recommend a periapical film").
- Missing a finding the reference marks possible.
- Using a different word for the same finding, a neighbouring-tooth slip, or a region-level statement that covers tooth-level findings (partial credit, published rules).
- The boundary cases the image cannot settle: a retained root versus a broken-down tooth, a partially erupted versus an impacted third molar, one fixture whose tooth identity cannot be assigned after surgery. Each has a published tolerance.
- Attrition and wear: not graded.
- A statement of normal development for age, an age range given for an adult dentition, ordinary ridge resorption at an edentulous span, plain normal anatomy, or a blanket "none identified" line. These count neither for nor against a system and raise no review item.
§5Published tolerances
- Dental age: any recognised method; a match when the system's estimate overlaps the reference range widened by one year on each side; partial within two years. The reference chronology is McDonald and Avery.
- Bone-loss level: the same or the adjacent third of the root length is a match; two thirds apart is partial and recorded as a severity error.
- Periodontal stage band: same band a match, the other band partial.
- Third molars: a partial-eruption disagreement never scores.
- Retained root: scores as correct when either the system or the reference names the coronal destruction at that tooth; whether to extract is a recommendation, reported on the over-treatment axis.
§6How the instrument is kept honest
Three checks run before any system is scored, and a failure stops the grading rather than the system: the reference fed back as if it were a system's report must score clean; a deliberately damaged copy of the reference must fail; and the reference re-expressed in another competent reader's vocabulary and method must still pass. The third check exists so that no bar in this grade can be one only its authors could reach. The grader and the comparator are the same model; the third check guards against the grader favouring wording like its own. They run again under every instrument version of the grader before it grades a system; they ran under the version 2 grader before any system was scored with it.
§7How claims are counted
The grader reads each report three times, independently. A claim is scored only when at least two of the three readings agree on it, whether it is a finding credited to the system, a tooth state, or the nomination of an invented finding; a nomination whose readings disagree on its class without a majority takes the more serious class and goes to review; where the three readings split three ways on a reference finding, the first reading stands and the split is recorded. A claim carried by one reading alone is a singleton: recorded, never counted for or against the system; a seeded one in ten of the singletons is reviewed on the image by a radiologist, and that review measures the grader, not the system, and is reported as such. Every nomination that reaches review takes one of three verdicts from the radiologist. For a claim that contradicts the reference: invented, which counts on the first gate; an over-call that a hedge would have covered, recorded in the report but not on the first gate; or a real finding, where the system was right and the reference silent or wrong there. For a claim on a tooth or region where the reference is silent: invented, which counts on the first gate likewise; a real finding; or not callable, meaning the claim may be true but this image cannot carry it at the standard the reference itself is held to (a proximal caries on a panoramic image, for example), which is neither an invention nor a credit and is listed descriptively. Real findings beyond the reference are counted per system, descriptively; they enter a later reference only as the revision paragraph below provides. The reference does not change while any system is graded or adjudicated against it.
The grader is Claude Opus 5.5, called through its application interface, reading each report three times as above. The grader model may change at a dated instrument version under the conditions of section 9: named in every report, the three checks of section 6 rerun under it, the comparator re-graded under it; results from different grader versions are never pooled in one comparison.
The grader carries rules learned at review; at version 2 they are these: a reference finding a system leaves out is reported as "not reported", never as "missing", which to a radiologist means an absent tooth. The statements listed in the last bullet of section 4 raise no review item. One claim is reviewed once, whatever labels the grader gave it. One numbering shift along a run of teeth is reviewed as one event, not as one item per tooth.
How the reference is revised: a new dated version is made by the two radiologists reading the cases again together without being shown what any graded system claimed, and is registered as a new version before any system is graded against it. A finding a system surfaced enters the reference only when the radiologists record it on their own; otherwise it stays credited to that system beyond the reference. Tooth-inventory facts a system surfaced are checked by the radiologists after the reading; a confirmed fact is corrected in the reference before the version is frozen. The fingerprint moves once for all at the new version; a revision never happens while any system is graded or adjudicated against the current one.
§8What a system receives
A per-axis report: invented findings (reviewed), detected findings with the published tolerances, tooth inventory, and, where the system emits recommendations, the over-treatment list (descriptive), with the descriptive lists of section 7 (verified findings beyond the reference, claims not callable on the image, the singleton audit). No single blended score exists and none will be published. A vendor-submitted system is graded privately: the engagement and its result are confidential, and the vendor decides whether, when and what becomes public. Publicly available general models are graded under the same protocol and published by name.
§9Fixed before the first system is graded
The reference and its fingerprint, what counts and what does not (sections 2 to 5), the counting rules and review verdicts of section 7, the tolerances, the margin values of the two secondary gates and the exam composition are frozen by this registration, with the numbers in section 10. A change to any of them requires a new registration. The grader's vocabulary, wording, call settings or model may be revised at a dated instrument version between registrations: each version is named in every report, the three checks of section 6 run again under it before it grades a system, and the comparator is graded under it; such a version may map wording onto an existing class, or change how nominations are grouped for review provided no count moves, but never adds, removes or redefines a class. A later grader's run against the version 1 reference is reported as such and never pooled with a version 2 result. Version 2 was registered before any system was graded against the version 2 reference; the version 1 result of 30 September 2026 was produced against the version 1 reference and is reported as such.
§10The frozen numbers
- Reference fingerprint:
226d01ea46f450323008fb52f5bed688e2e6aadd227e4aa7dae58a18403c6b26, cited by its first twelve characters,226d01ea46f4; the reference frozen on 17 October 2026. SHA-256 over the 160 reference reads taken in the alphabetical order of their case identifiers, each contributing its identifier and the SHA-256 of its scored part (the case facts, image quality, tooth inventory and findings). The full-file hash, computed the same way over whole files, is08d95d1a8e4e4d6fa2e2e159fac5b70f38899c90a8fa40983f25df628c079385, cited as08d95d1a8e4e, and is recorded beside the fingerprint in every run. The reference of 17 October 2026: the two radiologists' second joint reading of all 160 cases, made as section 7 describes. (Version 1 fingerprint, for the record:f6e361f95e52, full-file hashf4478e407311, the reference of 29 September 2026.) - Gate order: inventing first, with no margin; then the two secondary gates, finding sensitivity and tooth-inventory recall; a system that fails the first is not graded on the rest.
- Margins: the two secondary gates use a non-inferiority margin of 0.05: a graded system may lose at most one real finding in twenty, or one tooth state in twenty, against the comparator, and only when the whole 95 percent interval clears that bar; the interval comes from a paired bootstrap that resamples cases, ten thousand resamples, seed 20260719. Fixed 19 July 2026, before any system was graded.
- Comparator: for every system graded under this version the comparator is Claude Opus 5.5: its blind reads of 23 September 2026, named with its run fingerprint in every grade report, sealed since each case's draw. The invention gate carries no margin: a graded system fails it when the radiologist confirms more inventions in its reports than in the comparator's reports on the same cases, under the same reference and instrument version; a tie passes.
- Exam composition: eighty of the one hundred and sixty two-radiologist reads, drawn by pre-registered stratified draws with self-committing seeds: thirty-two on 10 August 2026 at a fixed twenty percent fraction, and forty-eight more on 28 September 2026 from the remaining reads by the same procedure with its own seed; each sealed since its draw: never used to train or select a graded system; rules learned at the adjudication of their review items are stated in section 7. The forty-eight were used for grader tuning and carry development reads by Claude Opus 5 and Claude Opus 5.5, and every grade report says so. Per stratum: edentulous 12, endodontic 7, impaction 16, implant and prosthodontic 23, pathology 1, pediatric 15, restorative 5, periodontal 1. The composition is unchanged by the revision: the same eighty cases are sealed, the same eighty are not. The training corpus and its provenance are not part of this document.
End of the registered text. The binding copy is at the DOI: 10.17605/OSF.IO/ZASNW.
5 Private grading
A vendor's system is graded under a registered protocol, against a frozen reference, after the three checks of §6; its grade report names the protocol, reference and instrument versions.
- What the vendor receives. The per-axis report of §8 of the protocol: invented findings, each reviewed on the image by a radiologist; detected findings under the published tolerances; the tooth inventory; the over-treatment list where the system emits recommendations; and the descriptive lists of §7.
- Who decides what becomes public. The engagement and its result are confidential. The vendor decides whether, when and what becomes public.
- What the registration fixes. The reference, its fingerprint, the rules, the tolerances, the margins, the gate order, the comparator and the exam composition are frozen by the registration. A change requires a new registration, and every grade report cites the version it was graded under.
To request a grading: grading@radigrade.com.
6 What this is not
- Not a ranking of dental-AI products. Vendors are graded privately and decide whether a result becomes public. The public table carries general models, graded under the same protocol, by name and exact model ID.
- Not a clearance or a certification. A grade report says how a system compared with the reference on the stated axes.
7 How to cite
Cite the registered protocol, version 2, and the preprint. When citing a result, cite the protocol version it was graded under, as printed with the result, and add its run date and reference fingerprint.
Plain text
Reza Motaghi. Radigrade: protocol for grading AI panoramic-radiograph reports against a two-radiologist reference. Version 2, registered 17 October 2026. OSF Registries, osf.io/zasnw. DOI 10.17605/OSF.IO/ZASNW. Reference fingerprint 226d01ea46f4. Reza Motaghi. Radigrade: grading AI reports on panoramic radiographs against a two-radiologist reference: protocol and first results. Preprint, version 1, 21 October 2026. Zenodo. DOI 10.5281/zenodo.23493773.
BibTeX
@misc{radigrade2026,
author = {Motaghi, Reza},
title = {Radigrade: protocol for grading {AI} panoramic-radiograph reports against a two-radiologist reference},
year = {2026},
month = oct,
howpublished = {OSF Registries},
version = {2},
doi = {10.17605/OSF.IO/ZASNW},
url = {https://osf.io/zasnw},
note = {Registered 17 October 2026. Reference fingerprint 226d01ea46f4}
}
@misc{radigrade2026preprint,
author = {Motaghi, Reza},
title = {Radigrade: grading {AI} reports on panoramic radiographs against a two-radiologist reference: protocol and first results},
year = {2026},
publisher = {Zenodo},
doi = {10.5281/zenodo.23493773},
url = {https://doi.org/10.5281/zenodo.23493773},
note = {Preprint, version 1}
}
References
- American Dental Association. ADA Technical Report 1109:2025. ADA Standards Program. ↩︎
- Reza Motaghi (2026). Radigrade: grading AI reports on panoramic radiographs against a two-radiologist reference: protocol and first results. Preprint, version 1, 21 October 2026. Zenodo. DOI 10.5281/zenodo.23493773.
- Reza Motaghi (2026). Radigrade: protocol for grading AI panoramic-radiograph reports against a two-radiologist reference. Version 2, registered 17 October 2026. OSF Registries, osf.io/zasnw. DOI 10.17605/OSF.IO/ZASNW.
- Reza Motaghi (2026). Radigrade: protocol for grading AI panoramic-radiograph reports against a two-radiologist reference. Version 1, registered 30 September 2026. OSF Registries, osf.io/5nyx9. DOI 10.17605/OSF.IO/5NYX9.
9 Change log
The protocol has its own version, currently 2, and changes only by a new registration. This page has its own version, counted here. A published row is never rewritten; a correction is a new entry with its date.
| Version | Date | Change |
|---|---|---|
| 1.0.0 | 21 October 2026 | First public version: the registered protocol, version 2 (17 October 2026, osf.io/zasnw), reproduced in full in section 4, with the comparator's results under reference versions 1 and 2. |
10 Contact, imprint and privacy
Corrections and questions: reza@radigrade.com.
Imprint
Reza Motaghi
Vienna, Austria
reza@radigrade.com
Publication of registered protocols and their results for grading AI-written reports on radiographs.
Privacy
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