Bibliographic record
Abstract
Materials Research Society 2023 Spring Meeting San Francisco, California, USA https://www.mrs.org/meetings-events/spring-meetings-exhibits/2023-mrs-spring-meeting 2023 International Congress on Emerging Fields and Exploratory Research in Optics and Photonics (OPIC2023) Hybrid (PACIFICO Yokohama, Japan) https://opicon.jp/ 17th European Workshop on MODERN DEVELOPMENTS AND APPLICATIONS IN MICROBEAM ANALYSIS (EMAS 2023) Krakow, Poland https://www.microbeamanalysis.eu/events/event/60-emas-2023-17th-european-workshop-on-modern-developments-and-applications-in-microbeam-analysis International conference on analytical techniques in art and cultural heritage (TECHNART 2023) Faculdade de Ciências da Universidade de Lisboa, Lisbon, Portugal https://technart2023.com/ TOPAS School “Structure Determination and Refinement” ICDD Headquarters, Newtown Square, PA, USA https://www.icdd.com/topas-school/ 17th Pharmaceutical Powder X-ray Diffraction Symposium (PPXRD-17) ICDD Headquarters, Newtown Square, PA, USA https://www.icdd.com/ppxrd/ Lehigh Microscopy School Lehigh University, Bethlehem, PA USA http://www.lehigh.edu/microscopy/ 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/ 15th International Conference on Quasicrystals (ICQ15) Tel Aviv University, Israel https://www.icq15.sites.tau.ac.il/ 24th International Workshop on Radiation Imaging Detectors Oslo, Norway https://www.iworid.science/ International Workshop on the Characterisation and Quantification of Lithium, from the Micro- to the Nano-Scale, from Mining to Energy Paris, France https://cqlmns.sciencesconf.org/ Colloquium Spectroscopicum Internationale XLIII (CSI XLIII) Tokushima, Japan https://j-libs.org/CSI2023_ASLIBS2023/index.html High Precision X-Ray Measurements 2023 INFN Laboratories of Frascati, Italy https://hpxm2023.github.io/ Observing Complex Systems in Space and Time with Tailormade X-Rays from Next-Generation Sources (Gordon X-ray Science Conference) Stonehill College, Easton, MA, USA https://www.grc.org/x-ray-science-conference/2023/ 38th International Cosmic Ray Conference (ICRC2023) Nagoya University, Nagoya, Japan https://www.icrc2023.org/ 25th National School on Neutron and X-ray Scattering (NX School) Oak Ridge National Laboratory's Spallation Neutron Source and High Flux Isotope Reactor and virtual or hybrid experiments at Argonne's Advanced Photo Source, USA https://www.anl.gov/education/national-school-on-neutron-and-xray-scattering 72nd Annual Denver X-ray Conference (DXC 2023) The Westin Chicago Lombard, Lombard, Illinois, USA https://www.dxcicdd.com/ ACS Fall 2023 San Francisco, CA, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html Q2XAFS 2023 (International Workshop on Improving Data Quality and Quantity in XAFS Spectroscopy) Australian Synchrotron, Australia https://www.ansto.gov.au/whats-on/q2xafs-2023-international-workshop-on-improving-data-quality-and-quantity-xafs 26th Congress and General Assembly of the International Union of Crystallography (IUCr 2023) Melbourne Convention & Exhibition Centre (MCEC), Australia https://iucr2023.org/ 6th International Hybrid Conference on X-ray Analysis (ICXRA-VI) Ulaanbaatar, Mongolia https://sites.google.com/view/icxra6/welcome 19th International Conference on Total Reflection X-ray Fluorescence Analysis and Related Methods (TXRF2023) Clausthal University of Technology, Germany https://www.txrf2023.com/ SXR2023 – Principles of Functionality from Soft X-ray Spectroscopy Magnus-Haus, Berlin-Mitte, Germany https://www.helmholtz-berlin.de/events/sxr/index_en.html XRF user meeting (XRF 2023) Göteborg, Sweden https://www.trollboken.se/xrf ICDD Rietveld Refinement and Indexing ICDD Headquarters, Newtown Square, PA, USA https://www.icdd.com/rietveld/ 59th Annual Conference on X-Ray Chemical Analysis, Japan Tokyo City University, Tokyo, Japan https://xbun.jsac.jp/conference.html Materials Research Society 2023 Fall Meeting Boston, MA, USA https://www.mrs.org/meetings-events/fall-meetings-exhibits/2023-mrs-fall-meeting 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 ACS Spring 2024 New Orleans, LA, USA https://www.acs.org/content/acs/en/meetings/acs-meetings/about/future-meetings.html 2024 Pittsburgh Conference (PITTCON 2024) San Diego, CA, USA http://www.pittcon.org/ Materials Research Society 2024 Spring Meeting Seattle, Washington, USA https://www.mrs.org/meetings-events/spring-meetings-exhibits European Conference on X-ray Spectrometry 2024 (EXRS2024) Athens, Greece 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 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/ 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 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 Materials Research Society 2025 Fall Meeting Boston, MA, USA https://www.mrs.org/meetings-events/fall-meetings-exhibits 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 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 Denver, CO, 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
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.910 | 0.870 |
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".