Qollqa Register · machine-citation findings

Methodology

How an entry is made, what counts as a match, and what stops a build.

What qualifies

An entry records an instance in which a court made a finding about a citation or assertion produced by a machine system and filed by a person. The finding must appear in the court's own document. A report of a finding is not a finding, and a news account of an order is not the order.

Matching

An entry is matched when the caption, court and date resolve to a single docket in that court's file. 321 of 366 entries — 87.7% — are matched. The remainder are recorded as unmatched rather than approximated, and an unmatched entry is never given the nearest plausible docket.

This rate has moved several times and every move is in the revision history. Two of its values have collided with figures this register withdrew, and neither collision is a reversion. Revision 5 reached 87.4%, which was also the value retracted at revision 2 — revision 3's total had included four entries later struck on caption collision, those four are still struck, and revision 5 reached the same total by confirming four different entries. Revision 13 puts the seam figure at 88.0%, which is also the value retracted on 20 September 2026 as never generator-derived. That one was 319 confirmations plus four entries resolved by hand in prose that no build emitted. This one is 321 dockets confirmed one at a time plus a single appellate confirmation shown at a seam, all of them in the dataset. Same total, disjoint composition.

Guards

11 rules run against every build. A FAIL stops the build; a WARN queues the entry for adjudication. An adjudication recorded against a filed order downgrades a FAIL to a WARN — the guard is not removed and the reasoning is kept. Current state: 0 FAIL, 15 WARN.

Two of the nine exist because the register got something wrong. One fires on a repeated sentinel value in a monetary field, after twelve entries across eleven courts were found carrying a penalty amount of exactly 1 — a field default, not eleven one-dollar sanctions. The other fires on a caption that is informative about a person but collides with many dockets in the same court.

Attribution

283 of 366 findings do not identify the system involved. The register does not infer one. A product is named only by quoting a public order.

The attribution rate is falling as volume rises — 40.0% in 2024, 28.1% in 2025, 18.2% in 2026. Two explanations fit and the public data cannot separate them: courts may name systems less often as the phenomenon becomes routine, or the growing share of brief orders may carry less detail than early written opinions did.

Remedy

9 entries — 2.5% — establish a remedy.

FormEntries
Fee-shifting, amount deferred to invoice or accounting6
Fee-shifting recommended1
Finding made, remedy unspecified1
Fixed amount recommended1
Not established357

No amount distribution is published. Any amount statistic from this corpus describes amounts STATED IN A FIRST ORDER, a biased subsample that excludes the dominant remedy — fee-shifting whose figure is fixed later by invoice or accounting. From revision 6 the penalty field distinguishes an order that was read and imposed nothing from an amount that is simply unknown; before revision 6 it could not, and twelve entries carrying a one-dollar sentinel were counted as recorded amounts. Revision 8 followed four dockets forward to the order that fixed the amount and recorded it. One quantifying order — Coronavirus Reporter Corp. v. Apple, N.D. California — is FILED UNDER SEAL, so for that entry the amount is not available to anyone outside the case, by any means. A corpus-wide distribution of sanction amounts is therefore not obtainable even in principle.

Non-monetary remedies recorded, per respondent

Generated from the published respondents file, not carried by hand. A remedy cannot appear here that is not in the data a reader can download. None of these is expressible as an amount, and several were imposed instead of a fee award — a register denominated in dollars records them as no remedy at all.

FormRespondentsIncident
Public reprimand issued by the order3AMC-FED-0101
Public reprimand1AMC-FED-0101
Twelve-month bar on serving as sponsoring or local counsel for any pro hac vice attorney in the district1AMC-FED-0101
Referral to the chief judge under Sixth Circuit Local Rule 462AMC-FED-0216
Pro hac vice admission REVOKED1AMC-FED-0020
Removed as counsel of record1AMC-FED-0020
Order served on all district judges and magistrate judges in the district1AMC-FED-0015
SUSPENSION FROM PRACTICE in the Middle District of Pennsylvania for six months, automatic reinstatement, commencing 22 June 20261AMC-FED-0287
Reprimand — the court held the apology to the court and to opposing counsel, with the payment already tendered, 'a sufficient reprimand for the conduct identified'2AMC-FED-0144