Two.Sigma

← Review lab

Run #771

done rubric v1 session 79467814 gemini-3.7-flash 2026-09-21 02:21
Session in Sessions →

The recording

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

OCR of the image GOOGLE_VISION

ax + by + c = 0 = 0 में 2. रैखिक समीकरण युग्म ax + by + c a b = 4 तो इनके हल हैं यदि == 2b2C2 (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं [AI]

The phone's own reading, which differs:

ax+ by+c =0 2, रैखिक समीकरण युग्म (x + .y+ c = 0 यदि এ=৭ तो इनके हल हैं c, এ, , C) में b, (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं AU}

The audit's reading of the question:

ax + by + c = 0 = 0 में 2. रैखिक समीकरण युग्म ax + by + c a b = 4 तो इनके हल हैं यदि == 2b2C2 (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं

Transcript

Not used by the HEARD criteria — Only 36 characters of speech after cleaning (0 were the language-detection artefact) — too little to judge teaching from.

Read it no speaker labels — tutor and student run together

Hello B number Answer check Yes sir.

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

OCR of the image GOOGLE_VISION

ax + by + c = 0 = 0 में 2. रैखिक समीकरण युग्म ax + by + c a b = 4 तो इनके हल हैं यदि == 2b2C2 (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं [AI]

The phone's own reading, which differs:

ax+ by+c =0 2, रैखिक समीकरण युग्म (x + .y+ c = 0 यदि এ=৭ तो इनके हल हैं c, এ, , C) में b, (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं AU}

The audit's reading of the question:

ax + by + c = 0 = 0 में 2. रैखिक समीकरण युग्म ax + by + c a b = 4 तो इनके हल हैं यदि == 2b2C2 (A) अद्वितीय हल (B) अनन्त बहुतेरे हल (C) कोई हल नहीं (D) इनमें से कोई नहीं

Transcript

Not used by the HEARD criteria — Only 36 characters of speech after cleaning (0 were the language-detection artefact) — too little to judge teaching from.

Read it no speaker labels — tutor and student run together

Hello B number Answer check Yes sir.

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 Writing is oriented upright at 0 degrees.
    The small symbols visible in frames 3-8 are oriented at 0 degrees upright.
    seen · 80% confident
  2. Your view
  3. Writing is legible at video size Writing is extremely small and faint.
    In frames 3-8, only a minuscule, faint symbol is written near the bottom left, making it practically unreadable.
    seen · 95% confident
  4. Your view
  5. The work fills the frame The camera captures a vast empty page while writing is restricted to a tiny corner.
    Across frames 3-8, the vast majority of the frame is empty white space, with the minute writing tucked beside the clipboard clip.
    seen · 90% confident
  6. Your view
  7. Nothing distracting in shot Workspace is clean with only a clipboard clip visible.
    A clipboard clip on the left margin and paper surface are visible throughout frames 2-8, along with a hand shadow in frames 5-6.
    seen · 90% confident
  8. Your view
  9. The student's problem is established No problem statement or question is captured.
    No question text, prompt, or spoken problem summary is visible in any frames (frames 1-8).
    seen · 100% confident
  10. Your view
  11. Work proceeds in followable steps No structured steps are written during the session.
    From frame 3 to frame 8, the page remains static with no sequential problem-solving steps added.
    seen · 95% confident
  12. Your view
  13. It reaches an answer No completed solution is presented.
    Frames 7 and 8 end with an almost blank page and no final answer or worked-out solution.
    seen · 100% 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 36 characters of speech after cleaning (0 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 36 characters of speech after cleaning (0 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 36 characters of speech after cleaning (0 were the language-detection artefact) — too little to judge teaching from.
    heard
  21. Your view
  22. The session opens properly Not assessed
    Only 36 characters of speech after cleaning (0 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 65.4 on average between keyframes, 2.7 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 149.8, 2.9% of frame very dark, 11.4% blown out
    Blown-out share is reported but not judged: the subject is white paper, so a good session measures 11-24% there too.
    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 36 characters of speech after cleaning (0 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

Duration66s (1.1 min)
Video960×540 @ 15.0fps
Audio trackyes
Shot changes
Dead air0 gaps ≥6.0s · 0s total · longest 0.0s
Lumaavg 149.8 · min · max
Mediumcamera 26.2% flat background
Content written9.0% → 43.52% (+56.53)
Transcript 36 characters of speech
Frames8

What the model returned verbatim

{
  "findings": [
    {"key": "orientation", "verdict": "ok", "headline": "Writing is oriented upright at 0 degrees.", "evidence": "The small symbols visible in frames 3-8 are oriented at 0 degrees upright.", "confidence": 0.8},
    {"key": "legibility", "verdict": "bad", "headline": "Writing is extremely small and faint.", "evidence": "In frames 3-8, only a minuscule, faint symbol is written near the bottom left, making it practically unreadable.", "confidence": 0.95},
    {"key": "framing", "verdict": "weak", "headline": "The camera captures a vast empty page while writing is restricted to a tiny corner.", "evidence": "Across frames 3-8, the vast majority of the frame is empty white space, with the minute writing tucked beside the clipboard clip.", "confidence": 0.9},
    {"key": "workspace", "verdict": "ok", "headline": "Workspace is clean with only a clipboard clip visible.", "evidence": "A clipboard clip on the left margin and paper surface are visible throughout frames 2-8, along with a hand shadow in frames 5-6.", "confidence": 0.9},
    {"key": "question_captured", "verdict": "bad", "headline": "No problem statement or question is captured.", "evidence": "No question text, prompt, or spoken problem summary is visible in any frames (frames 1-8).", "confidence": 1.0},
    {"key": "structure", "verdict": "bad", "headline": "No structured steps are written during the session.", "evidence": "From frame 3 to frame 8, the page remains static with no sequential problem-solving steps added.", "confidence": 0.95},
    {"key": "completion", "verdict": "bad", "headline": "No completed solution is presented.", "evidence": "Frames 7 and 8 end with an almost blank page and no final answer or worked-out solution.", "confidence": 1.0}
  ]
}

Frames in order, one every ~8s

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