PROGRAMandPROCEEDINGSTHE NEBRASKA ACADEMYOFSCIENCES1880-2018Including theNebraska Association of Teachers of Science(NATS) DivisionNebraska Junior Academy of Sciences(NJAS) AffiliateandAffiliated Societies
Bibliographic record
Abstract
FRIDAY, APRIL 20, 2018 7:30 a.m. REGISTRATION OPENS - Lobby of Lecture Wing, Olin Hall 8:00 Aeronautics and Space Science, Session A - Olin 249 Aeronautics and Space Science, Session B - Olin 224 Collegiate Academy; Biology, Session A - Olin 111 Collegiate Academy; Biology, Session B - Olin B 8:30 Biological and Medical Sciences, Session A - Olin 112 Biological and Medical Sciences, Session B - Smith Callen Conference Center 8:35 Chemistry and Physics; Chemistry - Olin A 8:45 Collegiate Academy; Chemistry and Physics, Session A - Olin 324 8:50 Chemistry and Physics; Physics – Planetarium 9:00 “Learn to Print 3-D Models for Your Classroom” Workshop – Olin 325 9:10 Aeronautics and Space Science, Poster Session - Olin 249 10:30 Aeronautics and Space Science, Poster Session - Olin 249 11:00 MAIBEN MEMORIAL LECTURE: THOMAS CLEMENTE - OLIN B Scholarship and Friend of Science Award announcements 12:00 p.m. LUNCH – WESLEYAN CAFETERIA “Round-Table Discussion: How can NAS Best Support Science Teaching and Research in Nebraska” led by Brian Couch 12:00 Aeronautics and Space Science Lunch - Prairie Wolf A/B 12:45 Anthropology - Olin 111 1:00 Applied Science and Technology - Olin 325 Biological and Medical Sciences, Session C - Olin 112 Biological and Medical Sciences, Session D - Smith Callen Conference Center Chemistry and Physics; Chemistry - Olin A Chemistry and Physics; Physics - Planetarium Collegiate Academy; Biology, Session B - Olin B Collegiate Academy; Chemistry and Physics, Session B - Olin 324 Earth Science - Olin 249 Environmental Sciences - Olin 110 Teaching of Science and Math - Olin 224 4:30 BUSINESS MEETING - OLIN B Abstracts of papers 2017-2018 EXECUTIVE COMMITTEE 2017-2018 PROGRAM COMMITTEE 2017-2018 POLICY COMMITTEE FRIENDS OF THE ACADEMY FRIEND OF SCIENCE AWARD WINNERS FRIEND OF SCIENCE AWARD TO MARY KALEN ROMJUE FRIEND OF SCIENCE AWARD TO MICHAEL SIBBERNSEN Author index
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.599 | 0.296 |
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".