Two Hands52 fields where the official capture does not match the paper
22 confirmed by the certified count · 30 judged from the photo by the AI adjudicator (checked by a person: 30 of 30, 27 agree, 3 unreadable to the person). Below each one: judge it yourself.
The model re-read 6,358 fields of 289 randomly drawn forms that the official two-person capture had already keyed. It disagreed on 267 (4.2%). A person settled each one on the photo: in 52 the paper shows the model's value, so the capture does not match the paper: 17 wrong numbers typed; 27 readable fields recorded as illegible, 23 of them on two faint pencil forms; 6 numbers typed where the paper is blank; 2 other. Each with its photo. How this was measured
Two faint pencil forms
070207C0100, 093831B0100
On the two faint pencil forms, the official capture recorded 35 fields as illegible. On 23 of them the paper shows the model's value; the model misread 9 and the paper does not settle 3. The certified count covers 21 of the 23 and agrees with the model on 18 (the 3 that differ are recounts).
The capture shifted a whole column by one row
Form 250767B0100: each of sections 2 to 4 was keyed with the value written one section further down. Three capture errors from one slip; the model read each box where it is.
In English: words: "Trecientos Noventa" = 390 · boxes: 3 9 0
In English: words: "Tres" = 3 · boxes: 0 0 3
The value keyed for representatives (393) is the paper's section 5 total, which the capture does not key. These sections are not covered by the certified count.
Wrong numbers typed (17)
On the paper: no words, boxes 6 0 1 (PREP keyed 326)
In English: boxes: 6 0 1
On the paper: words "ciento setenta y cinco", boxes 1 7 5 (PREP keyed 75; Computos 175)
In English: words: "ciento setenta y cinco" = 175 · boxes: 1 7 5
On the paper: words "CIENTO OCHENTA", boxes 1 8 0 (PREP keyed 480) Form accepted at second capture.
In English: words: "CIENTO OCHENTA" = 180 · boxes: 1 8 0
On the paper: words "trescientos ochenta y ocho", boxes 3 8 8 (PREP keyed 386)
In English: words: "trescientos ochenta y ocho" = 388 · boxes: 3 8 8
On the paper: words "trescientos ochenta y ocho", boxes 3 8 8 (PREP keyed 386)
In English: words: "trescientos ochenta y ocho" = 388 · boxes: 3 8 8
On the paper: no words, boxes 3 5 4 (PREP keyed 352). Note: the printed header on this page reads "Senadurias"; the other 20 fields agree with PREP, so PREP keyed this same sheet
In English: boxes: 3 5 4
On the paper: words "Trecientos cincuenta y cuatro", boxes 3 5 4 (PREP keyed 352)
In English: words: "Trecientos cincuenta y cuatro" = 354 · boxes: 3 5 4
On the paper: words "trescientos cuarenta y cuatro", boxes 3 4 4 (PREP keyed 331)
In English: words: "trescientos cuarenta y cuatro" = 344 · boxes: 3 4 4
On the paper: words "SETENTA Y CINCO", boxes 0 7 5 (PREP keyed 15; Computos 75)
In English: words: "SETENTA Y CINCO" = 75 · boxes: 0 7 5
On the paper: words "Doscientos cuarenta", boxes 2 4 0 (PREP keyed 290; Computos 239)
In English: words: "Doscientos cuarenta" = 240 · boxes: 2 4 0
On the paper: words "Cero", boxes 0 0 0 (PREP keyed 527)
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: no words, boxes 0 0 3 (two-bump 3); PREP keyed 2
In English: boxes: 0 0 3
On the paper: no words, boxes 3 7 6 (clear 6); PREP keyed 370 (the TOTAL on the same sheet is 370)
In English: boxes: 3 7 6
On the paper: words "Tres", boxes 0 0 3 (PREP keyed 393)
In English: words: "Tres" = 3 · boxes: 0 0 3
On the paper: words "Trecientos Noventa", boxes 3 9 0 (PREP keyed 3)
In English: words: "Trecientos Noventa" = 390 · boxes: 3 9 0
On the paper: words "Ciento veinte y ocho", boxes 1 2 8 (PREP keyed 228; Computos 128)
In English: words: "Ciento veinte y ocho" = 128 · boxes: 1 2 8
On the paper: words "Cuatrocientos veintidos", boxes 4 2 2 (PREP keyed 420)
In English: words: "Cuatrocientos veintidos" = 422 · boxes: 4 2 2
Readable fields recorded as illegible (27)
On the paper: very faint pencil (PREP Ilegible): words "Cuarenta y siete", boxes 0 4 7 (Computos 47)
In English: words: "Cuarenta y siete" = 47 · boxes: 0 4 7
On the paper: faint pencil: words "Cero", boxes 0 0 0; PREP Ilegible (Computos 0)
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: faint pencil: words "Uno", boxes _ _ 1; PREP Ilegible (Computos 1)
In English: words: "Uno" = 1 · boxes: _ _ 1
On the paper: faint pencil: words "Cero", boxes 0 0 0; PREP Ilegible (Computos 0)
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: faint pencil: words "Cero", boxes 0 0 0; PREP Ilegible (Computos 0)
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: faint pencil: words "Ocho", boxes 0 0 8 (faint); PREP Ilegible (Computos 7, after recount)
In English: words: "Ocho" = 8 · boxes: 0 0 8
On the paper: no words, boxes 4 1 6; PREP Ilegible
In English: boxes: 4 1 6
On the paper: faint words "Cuatrocientos dieciseis", boxes 4 1 6; PREP Ilegible
In English: words: "Cuatrocientos dieciseis" = 416 · boxes: 4 1 6
On the paper: no words, boxes 4 2 0 (heavy retrace on 2 and 0); PREP Ilegible
In English: boxes: 4 2 0
On the paper: no words, faint boxes 0 1 5; PREP Ilegible (Computos 15)
In English: boxes: 0 1 5
On the paper: faint pencil (PREP Ilegible): words "treinta y nueve", boxes 0 3 9 (Computos 39)
In English: words: "treinta y nueve" = 39 · boxes: 0 3 9
On the paper: faint pencil: words "ciento noventa y nueve", boxes 1 9 9; PREP Ilegible (Computos 198)
In English: words: "ciento noventa y nueve" = 199 · boxes: 1 9 9
On the paper: faint pencil: words "Cero", boxes 0 0 0; PREP Ilegible
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: faint pencil: words "Nueve", boxes 0 0 9; PREP Ilegible (Computos 10)
In English: words: "Nueve" = 9 · boxes: 0 0 9
On the paper: faint pencil: words "Cero", boxes 0 0 0 (middle box scribbled); PREP Ilegible
In English: words: "Cero" = 0 · boxes: 0 0 0
On the paper: faint pencil: words "Uno", boxes 0 0 1; PREP Ilegible
In English: words: "Uno" = 1 · boxes: 0 0 1
On the paper: faint pencil: words "Siete", boxes 0 0 7; PREP Ilegible
In English: words: "Siete" = 7 · boxes: 0 0 7
On the paper: faint pencil: words "siete", boxes 0 0 7; PREP Ilegible
In English: words: "siete" = 7 · boxes: 0 0 7
On the paper: faint pencil: words "Ocho", boxes 0 0 8; PREP Ilegible (Computos 8)
In English: words: "Ocho" = 8 · boxes: 0 0 8
On the paper: faint pencil: words "cinco", boxes 0 0 5; PREP Ilegible (Computos 5)
In English: words: "cinco" = 5 · boxes: 0 0 5
On the paper: faint pencil: words "Once", boxes 0 1 1; PREP Ilegible (Computos 11)
In English: words: "Once" = 11 · boxes: 0 1 1
On the paper: faint pencil: words "dos", boxes 0 0 2; PREP Ilegible (Computos 2)
In English: words: "dos" = 2 · boxes: 0 0 2
On the paper: faint pencil: words "dos", boxes 0 0 2; PREP Ilegible (Computos 2)
In English: words: "dos" = 2 · boxes: 0 0 2
On the paper: faint pencil: words "trescientos ochenta y ocho", boxes 3 8 8; PREP Ilegible
In English: words: "trescientos ochenta y ocho" = 388 · boxes: 3 8 8
On the paper: faint pencil: words "trescientos ochenta y tres", boxes 3 8 3; PREP Ilegible
In English: words: "trescientos ochenta y tres" = 383 · boxes: 3 8 3
On the paper: very faint pencil: words illegible, boxes 0 0 8; PREP Ilegible (Computos 4 after recount)
In English: boxes: 0 0 8
On the paper: words "trecitjcs" (trescientos siete, misspelt), boxes 3 0 7; PREP Ilegible
In English: words: "trecitjcs" · boxes: 3 0 7
Numbers typed where the paper is blank (6)
On the paper: no words, boxes empty (field left blank on the paper); PREP keyed 453, model null
On the paper: no words, boxes empty (left blank on the paper); PREP keyed 193, model null
On the paper: no words, boxes empty (left blank on the paper); PREP keyed 422, model null
On the paper: no words, boxes empty (left blank on the paper); PREP keyed 363, model null
On the paper: no words, boxes empty (left blank on the paper); PREP keyed 390 (this form's PREP section 2-5 values look shifted by one field), model null
On the paper: no words, boxes empty (left blank on the paper); PREP keyed 178, model null
Other (readable field captured as "no data") (2)
On the paper: words "Trescientos Cuarenta y cuatro", boxes 3 4 4; PREP "Sin dato"
In English: words: "Trescientos Cuarenta y cuatro" = 344 · boxes: 3 4 4
On the paper: words "Trescientos cuarenta y cuatro", boxes 3 4 4; PREP "Sin dato"
In English: words: "Trescientos cuarenta y cuatro" = 344 · boxes: 3 4 4
Method and sources
Method: every field where the model's digits differ from the official capture (PREP) was settled on a crop of the masked page; the certified value (Cómputos Distritales 2024) is shown where it covers the field and never overrides the paper sourceresults/adjudication/SUMMARY.md, CERTIFIED.md, verdicts.json; app/data/headline.json. Only disagreements were checked, so capture errors the model also made are not in this list; the recall line below says how many that may be. "Capture error" means the capture does not match the paper, nothing more.
22 of 31 confirmed by the certified count where it covers the field; all 9 differences were recounts of the ballots, not readings of this paper. The certified count does not cover sections 2, 3, 4 and 7. 1 in 5 disputed fields is a confirmed capture error (52 of 267); the capture's overall error rate is at least 1 in 122. The first capture is preliminary by design; the certified count is the official result. Recall on the capture errors the certified count reveals, Colima (pre-registered, a person's blind check): 27 of 28 caught, 96% (Wilson 95% 82-99%). One state, certified-detectable errors only; not total recall.