Two.Sigma

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Run #775

done rubric v1 session 79416979 gemini-3.7-flash 2026-09-21 02:21
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The recording

What the student sent the question as it arrived, then each reading of it

Typed by the student

What color does acid change on pH paper?<br/> <br/>

The audit's reading of the question:

What color does acid change on pH paper?

Transcript

Not used by the HEARD criteria — Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.

Read it no speaker labels — tutor and student run together

Hello Sachin, welcome to Filo. Good evening. Good evening. Sachin, आपनी question पूछा है, what color does acid change on pH paper? क्या यही question है आपका?

What the student sent the question as it arrived, then each reading of it

Typed by the student

What color does acid change on pH paper?<br/> <br/>

The audit's reading of the question:

What color does acid change on pH paper?

Transcript

Not used by the HEARD criteria — Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.

Read it no speaker labels — tutor and student run together

Hello Sachin, welcome to Filo. Good evening. Good evening. Sachin, आपनी question पूछा है, what color does acid change on pH paper? क्या यही question है आपका?

Review team

no_issue

Product AI

nothing found

teaching Yes · mistakes No · satisfactory Yes

Each verdict takes your own. Yours is stored against the stack's, so “where is it wrong most often” is a question with an answer.

  1. Work is the right way up The video feed is upside down.
    Across frames 2–7, all text (e.g. 'Acid -> PH value' and Hindi handwriting) is inverted at 180 degrees orientation.
    seen · 100% confident
  2. Your view
  3. Writing is legible at video size Handwriting is clear and legible despite orientation.
    In frames 6 and 7, text such as 'Acid -> PH value (0-7)', 'strong acid, weak acid', and 'Blue litmus paper -> Red litmus paper' is clearly readable.
    seen · 90% confident
  4. Your view
  5. The work fills the frame Notebook page fills most of the frame.
    In frames 2–7, the spiral notepad is centered and occupies the vast majority of the camera view.
    seen · 95% confident
  6. Your view
  7. Nothing distracting in shot Workspace is clean with minimal surroundings visible.
    Frames 2–7 show only the notebook, the tutor's hand, a pen, and the dark desk surface on the borders.
    seen · 95% confident
  8. Your view
  9. The student's problem is established No clear problem statement or original question is displayed.
    Frames 2–7 show notes being taken about acids and pH, but the original question or prompt being answered is not visible.
    seen · 80% confident
  10. Your view
  11. Work proceeds in followable steps Work progresses logically across frames.
    Frames 3 through 7 show sequential additions: first the pH range, then the pH scale line, and finally the litmus test effect.
    seen · 90% confident
  12. Your view
  13. It reaches an answer The explanatory notes are completed.
    By frame 7, the explanation covering acid pH range, scale markings, and litmus paper reaction is fully written out.
    seen · 85% confident
  14. Your view
  15. Something was actually written Not applicable to a camera session
    measured
  16. The concept is named before the working Not assessed
    Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.
    heard
  17. Your view
  18. Explained rather than jumped to the answer Not assessed
    Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.
    heard
  19. Your view
  20. Solved step by step, not in one leap Not assessed
    Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.
    heard
  21. Your view
  22. The session opens properly Not assessed
    Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.
    heard
  23. Your view
  24. No long dead air 0 gaps over 6.0s, 0s total (0% of the session), longest 0s
    Silence is below -35.0dB — a crude measure on a phone microphone, so treat a low count as weak evidence rather than proof the tutor was talking.
    measured
  25. Your view
Observations judged, but not counted as the lab objecting
  1. The camera holds still picture moves 37.6 on average between keyframes, 0.6 hard jumps/min
    Consistent with the camera being handheld — a stand would remove this entirely. A handheld phone measured 35.1. No steady-camera session has been measured yet, so the lower band is a guess.
    Not counted: Measured over 183 known-bad and 29 known-good camera sessions (2026-09-21): raised on 87% of the bad and 86% of the good, and the motion distributions are the same shape — median frame difference 25 on the bad set, 27 on the good. No threshold on this number separates them, so it is reported and not counted.
    measured
  2. Your view
  3. Exposure is usable average brightness 118.8, 34.0% of frame very dark, 13.0% blown out
    Below 70 average, or over 25.0% of the frame too dark to read.
    Not counted: Same two sets: it raised 6 of 183 known-bad and 2 of 29 known-good sessions. Both too few to mean anything, and the brightness distributions overlap almost exactly. The earlier reading that it 'fires more on clean sessions' was two sessions out of twenty-nine — noise, not an inverted rule.
    measured
  4. Your view
  5. Understanding of the concept is checked Not assessed
    Only 157 characters of speech after cleaning (200 were the language-detection artefact) — too little to judge teaching from.
    Not counted: Raised on 87% of known-bad and 80% of known-good sessions. The criterion is honest about why in its own `why`: the transcript has no speaker labels, so a real check and a rhetorical 'ok?' are often indistinguishable, and the bar ends up one almost no session clears. Still judged and shown, because reading it beside a recording is how it gets better.
    heard
  6. Your view

Measured

Duration96s (1.6 min)
Video960×540 @ 15.0fps
Audio trackyes
Shot changes
Dead air0 gaps ≥6.0s · 0s total · longest 0.0s
Lumaavg 118.8 · min · max
Mediumcamera 29.7% flat background
Content written9.0% → 53.77% (+61.58)
Transcript 157 characters of speech
Frames7

What the model returned verbatim

{
  "findings": [
    {"key": "orientation", "verdict": "bad", "headline": "The video feed is upside down.", "evidence": "Across frames 2–7, all text (e.g. 'Acid -> PH value' and Hindi handwriting) is inverted at 180 degrees orientation.", "confidence": 1.0},
    {"key": "legibility", "verdict": "ok", "headline": "Handwriting is clear and legible despite orientation.", "evidence": "In frames 6 and 7, text such as 'Acid -> PH value (0-7)', 'strong acid, weak acid', and 'Blue litmus paper -> Red litmus paper' is clearly readable.", "confidence": 0.9},
    {"key": "framing", "verdict": "ok", "headline": "Notebook page fills most of the frame.", "evidence": "In frames 2–7, the spiral notepad is centered and occupies the vast majority of the camera view.", "confidence": 0.95},
    {"key": "workspace", "verdict": "ok", "headline": "Workspace is clean with minimal surroundings visible.", "evidence": "Frames 2–7 show only the notebook, the tutor's hand, a pen, and the dark desk surface on the borders.", "confidence": 0.95},
    {"key": "question_captured", "verdict": "weak", "headline": "No clear problem statement or original question is displayed.", "evidence": "Frames 2–7 show notes being taken about acids and pH, but the original question or prompt being answered is not visible.", "confidence": 0.8},
    {"key": "structure", "verdict": "ok", "headline": "Work progresses logically across frames.", "evidence": "Frames 3 through 7 show sequential additions: first the pH range, then the pH scale line, and finally the litmus test effect.", "confidence": 0.9},
    {"key": "completion", "verdict": "ok", "headline": "The explanatory notes are completed.", "evidence": "By frame 7, the explanation covering acid pH range, scale markings, and litmus paper reaction is fully written out.", "confidence": 0.85}
  ]
}

Frames in order, one every ~14s

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