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
Materials Research Society 2023 Fall Meeting Boston, MA, USA https://www.mrs.org/meetings-events/fall-meetings-exhibits/2023-mrs-fall-meeting 10th Annual Ambient Pressure X-ray Photoelectron Spectroscopy Workshop (APXPS 2023) Chang Yung-Fa Foundation (CYFF) International Convention Center 10F, Taipei, Taiwan https://indico.nsrrc.org.tw/event/14/ Nano tech 2024 - International Nanotechnology Exhibition & Conference Tokyo Big Sight, Tokyo, Japan Contact: Secretariat of nano tech executive committee c/o JTB Communication Design, Inc. Celestine Shiba Mitsui Building, 3–23-1, Shiba, Minato-ku, Tokyo, Japan 105–8335 Phone: +81-3-5657-0760, Fax:+81-3-5657-0645, [email protected] https://www.nanotechexpo.jp/index.html HERCULES European School - Neutrons & Synchrotron Radiation for Science https://hercules-school.eu/ APS March Meeting 2024 Minneapolis, MN, USA https://www.aps.org/meetings/meeting.cfm?name=MAR24 Science at FELs conference 2024 Synchrotron SOLEIL and Sorbonne University, France https://www.synchrotron-soleil.fr/en/events/sciencefels-2024 ACS Spring 2024 New Orleans, LA, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html 15th Conference of High Resolution X-ray Diffraction and Imaging (XTOP 2024) Carry-le-Rouet, France https://xtop2024.sciencesconf.org/ 2024 Pittsburgh Conference (PITTCON 2024) San Diego, CA, USA http://www.pittcon.org/ ICDD X-ray Fluorescence Clinic ICDD Headquarters, Newtown Square, PA, USA https://www.icdd.com/xrf/ Materials Research Society 2024 Spring Meeting Seattle, Washington, USA https://www.mrs.org/meetings-events/spring-meetings-exhibits 2024 International Congress on Emerging Fields and Exploratory Research in Optics and Photonics (OPIC2024) PACIFICO Yokohama, Japan https://opicon.jp/ International Conference on X-ray Optics and Applications (XOPT2024) PACIFICO Yokohama, Japan https://xopt.opicon.jp/ 15th International Particle Accelerator Conference (IPAC 2024) Nashville, Tennessee, USA https://ipac24.org/ Lehigh Microscopy School Lehigh University, Bethlehem, PA USA https://ifmd.lehigh.edu/lehigh-microscopy-school ICDD X-ray Diffraction Clinics - Session I - Fundamentals of X-ray Powder Diffraction ICDD Headquarters, Newtown Square, PA, USA http://www.icdd.com/xrd/ ICDD X-ray Diffraction Clinics - Session II - Advanced Methods in X-ray Powder Diffraction ICDD Headquarters, Newtown Square, PA, USA http://www.icdd.com/xrd/ 11th International Conference on Phase Retrieval and Coherent Scattering (Coherence 2024) Hotel Clarion Sea U, Helsingborg, Sweden https://indico.maxiv.lu.se/event/5213/ Science at FELs conference 2024 Synchrotron SOLEIL and Sorbonne University, France https://www.synchrotron-soleil.fr/en/events/sciencefels-2024 Forum on Advanced FEL techniques 2024 Synchrotron SOLEIL and Sorbonne University, France https://www.synchrotron-soleil.fr/en/events/sciencefels-2024 European Conference on X-ray Spectrometry 2024 (EXRS2024) Athens, Greece https://exrs2024.demokritos.gr/ 25th International Workshop on Radiation Imaging Detectors Lisbon, Portugal https://indico.cern.ch/event/1284854/ 6th International Conference on Tomography of Materials and Structures (ICTMS) Stellenbosch, South Africa https://tomography2024.com/ 17th International Conference on Surface X-ray and Neutron Scattering (SXNS17) Grenoble, France International Conference on X-ray Lasers (ICXRL 2024) https://www.showsbee.com/fairs/80671-SPIE-ICXRL-2024.html Microscopy & Microanalysis 2024 Cleveland, OH, USA https://microscopy.org/m-and-m-meeting 73rd Annual Denver X-ray Conference (DXC 2024) The Westin Westminster, Westminster, Colorado, USA https://www.dxcicdd.com/ 16th International Conference on X-ray Microscopy (XRM 2024) Stadshall Lund, Lund, Sweden https://www.xrm2024.com/ ACS Fall 2024 Denver, CO, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html 15th International Conference on Synchrotron Radiation Instrumentation (SRI 2024) Hamburg, Germany https://www.sri2024.eu/ 22nd NKS Norwegian X-RAY Conference Norway https://www.xraynorway.no/ ICDD Rietveld Refinement and Indexing ICDD Headquarters, Newtown Square, PA, USA https://www.icdd.com/rietveld/ XIX International Small-Angle Scattering Conference (SAS2024) Taipei International Convention Center (TICC) in Taipei, Taiwan https://www.nsrrc.org.tw/ViewNews/DigestLayout01.aspx?ViewID=D20230517111454305&Lang=Chinese 60th Annual Conference on X-Ray Chemical Analysis, Japan https://xbun.jsac.jp/conference.html Materials Research Society 2024 Fall Meeting Boston, MA, USA https://www.mrs.org/meetings-events/fall-meetings-exhibits 2025 Pittsburgh Conference (PITTCON 2025) Boston, MA, USA http://www.pittcon.org/ APS March Meeting 2025 Los Angeles, CA, USA https://www.aps.org/meetings/meeting.cfm?name=MAR25 ACS Spring 2025 San Diego, CA, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2025 Spring Meeting Seattle, Washington, USA https://www.mrs.org/meetings-events/spring-meetings-exhibits Microscopy & Microanalysis 2025 Salt Lake City, UT, USA https://microscopy.org/Events/future.cfm 74th Annual Denver X-ray Conference (DXC 2025) USA https://www.dxcicdd.com/ ACS Fall 2025 Washington, DC, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html The 19th International Conference on Liquid and Amorphous Metals (LAM19) Barcelona, Spain 61st Annual Conference on X-Ray Chemical Analysis, Japan https://xbun.jsac.jp/conference.html Materials Research Society 2025 Fall Meeting Boston, MA, USA https://www.mrs.org/meetings-events/fall-meetings-exhibits The 2025 International Chemical Congress of Pacific Basin Societies (Pacifichem 2025) Honolulu, Hawaii, USA https://pacifichem.org/ 2026 Pittsburgh Conference (PITTCON 2026) Philadelphia, PA, USA http://www.pittcon.org/ APS March Meeting 2026 Denver, CO, USA https://www.aps.org/meetings/meeting.cfm?name=MAR26 ACS Spring 2026 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2026 Spring Meeting USA https://www.mrs.org/meetings-events/spring-meetings-exhibits Microscopy & Microanalysis 2026 Milwaukee, WI, USA https://microscopy.org/Events/future.cfm 75th Annual Denver X-ray Conference (DXC 2026) USA https://www.dxcicdd.com/ 27th Congress and General Assembly of the International Union of Crystallography (IUCr 2026) Calgary, Alberta, Canada ACS Fall 2026 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2026 Fall Meeting USA https://www.mrs.org/meetings-events/fall-meetings-exhibits 2027 Pittsburgh Conference (PITTCON 2027) San Diego, CA, USA http://www.pittcon.org/ APS March Meeting 2027 USA https://www.aps.org/meetings/meeting.cfm?name=MAR27 ACS Spring 2027 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2027 Spring Meeting USA https://www.mrs.org/meetings-events/spring-meetings-exhibits 76th Annual Denver X-ray Conference (DXC 2027) USA https://www.dxcicdd.com/ ACS Fall 2027 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2027 Fall Meeting USA https://www.mrs.org/meetings-events/fall-meetings-exhibits 2028 Pittsburgh Conference (PITTCON 2028) USA http://www.pittcon.org/ APS March Meeting 2028 USA https://www.aps.org/meetings/meeting.cfm?name=MAR28 ACS Spring 2028 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2028 Spring Meeting USA https://www.mrs.org/meetings-events/spring-meetings-exhibits 77th Annual Denver X-ray Conference (DXC 2028) USA https://www.dxcicdd.com/ ACS Fall 2028 USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Materials Research Society 2028 Fall Meeting USA https://www.mrs.org/meetings-events/fall-meetings-exhibits
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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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