Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
<strong>Review of the studies on magnet system, calorimeters and integration</strong><br />\n<br />\n<font face="Tahoma, Arial, sans-serif, Helvetica, Geneva" size="2">-------------------------------------------------------<br />\nMeeting information<br />\n-------------------------------------------------------<br />\nTopic: ILD Integration<br />\nDate: Wednesday, February 1, 2012<br />\nTime: 8:45 am, Europe Time (Paris, GMT+01:00)<br />\nMeeting Number: 758 695 995<br />\nMeeting Password: ILDint<br />\n-------------------------------------------------------<br />\nTo start or join the online meeting<br />\n-------------------------------------------------------<br />\nGo to <a href="https://ilc.webex.com/ilc/j.php?ED=161049462&amp;UID=483345812&amp;PW=NMGQ2OTlhZjc4&amp;RT=MiMyMw%3D%3D" target="_blank">https://ilc.webex.com/ilc/j.php?ED=161049462&amp;UID=483345812&amp;PW=NMGQ2OTlhZjc4&amp;RT=MiMyMw%3D%3D</a><br />\n-------------------------------------------------------<br />\nAudio conference information<br />\n-------------------------------------------------------<br />\nTo receive a call back, provide your phone number when you join the meeting, or call the number below and enter the access code.<br />\nCall-in toll-free number (US/Canada): 1-877-668-4490<br />\nCall-in toll number (US/Canada): 1-408-792-6300<br />\nGlobal call-in numbers: <a href="https://ilc.webex.com/ilc/globalcallin.php?serviceType=MC&amp;ED=161049462&amp;tollFree=1" target="_blank">https://ilc.webex.com/ilc/globalcallin.php?serviceType=MC&amp;ED=161049462&amp;tollFree=1</a><br />\nToll-free dialing restrictions: <a href="http://www.webex.com/pdf/tollfree_restrictions.pdf" target="_blank">http://www.webex.com/pdf/tollfree_restrictions.pdf</a><br />\n&nbsp;Access code:758 695 995<br />\n-------------------------------------------------------<br />\nFor assistance<br />\n-------------------------------------------------------<br />\n1. Go to <a href="https://ilc.webex.com/ilc/mc" target="_blank">https://ilc.webex.com/ilc/mc</a><br />\n2. On the left navigation bar, click &quot;Support&quot;.<br />\nTo add this meeting to your calendar program (for example Microsoft Outlook), click this link:<br />\n<a href="https://ilc.webex.com/ilc/j.php?ED=161049462&amp;UID=483345812&amp;ICS=MS&amp;LD=1&amp;RD=2&amp;ST=1&amp;SHA2=Uw895Cu7t4zJdLCmKpPa2N3bBKiOzl9B41DX6FI3OZI=" target="_blank">https://ilc.webex.com/ilc/j.php?ED=161049462&amp;UID=483345812&amp;ICS=MS&amp;LD=1&amp;RD=2&amp;ST=1&amp;SHA2=Uw895Cu7t4zJdLCmKpPa2N3bBKiOzl9B41DX6FI3OZI=</a><br />\n<br />\nTo check whether you have the appropriate players installed for UCF (Universal Communications Format) rich media files, go to <a href="https://ilc.webex.com/ilc/systemdiagnosis.php">https://ilc.webex.com/ilc/systemdiagnosis.php</a>.<br />\n<a href="http://www.webex.com/" target="_blank">http://www.webex.com</a><br />\n&nbsp;CCM:+14087926300x758695995#&nbsp;</font>
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.144 | 0.014 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it