CALICE Analysis and Software phone meeting
Bibliographic record
Abstract
-------------------------------------------------------\nMeeting information\n-------------------------------------------------------\nTopic: CALICE Analysis + Software\nDate: Wednesday, 27 June 2012\nTime: 13:00, GMT Summer Time (London, GMT+01:00)\nMeeting Number: 759 895 076\nMeeting Password: Delice.1\n\n-------------------------------------------------------\nTo start or join the online meeting\n-------------------------------------------------------\nGo to https://ilc.webex.com/ilc/j.php?ED=166325422&UID=482579167&PW=NMWY5NGQwNDgy&RT=MTgjMjE%3D [ilc.webex.com]\n\n-------------------------------------------------------\nAudio conference information\n-------------------------------------------------------\nTo receive a call back, provide your phone number when you join the meeting, or call the number below and enter the\naccess code.\nCall-in toll-free number (US/Canada): 1-877-668-4490\nCall-in toll number (US/Canada): 1-408-792-6300\nGlobal call-in numbers: https://ilc.webex.com/ilc/globalcallin.php?serviceType=MC&ED=166325422&tollFree=1\n[ilc.webex.com]\nToll-free dialing restrictions: http://www.webex.com/pdf/tollfree_restrictions.pdf [www.webex.com]\n\nAccess code:759 895 076\n\n-------------------------------------------------------\nFor assistance\n-------------------------------------------------------\n1. Go to https://ilc.webex.com/ilc/mc [ilc.webex.com]\n2. On the left navigation bar, click "Support".\nTo add this meeting to your calendar program (for example Microsoft Outlook), click this link:\nhttps://ilc.webex.com/ilc/j.php?ED=166325422&UID=482579167&ICS=MS&LD=1&RD=18&ST=1&SHA2=etmH64tjX3c2djXG6vynpaAMfwb\n4r3el5B5ozGF3D/w= [ilc.webex.com]\n\nTo check whether you have the appropriate players installed for UCF (Universal Communications Format) rich media\nfiles, go to https://ilc.webex.com/ilc/systemdiagnosis.php [ilc.webex.com].\n\nhttp://www.webex.com [www.webex.com]\n\nCCM:+14087926300x759895076#\n\nIMPORTANT NOTICE: This WebEx service includes a feature that allows audio and any documents and other materials\nexchanged or viewed during the session to be recorded. You should inform all meeting attendees prior to recording\nif you intend to record the meeting. Please note that any such recordings may be subject to discovery in the event\nof litigation.\n\n
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.016 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.658 | 0.625 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".