<scp>ISAC</scp> 36th International Congress, Montréal, Québec, Canada May 20–24, 2023
Bibliographic record
Abstract
On behalf of the CYTO Organizing & Program Committee and ISAC Council, it is my pleasure to welcome you to CYTO 2023, the 36th Congress of the International Society for Advancement of Cytometry. Our host city, Montréal, Canada, is a city renowned for its culture, diversity, and beautiful location along the St. Lawrence River. Home to some of the most distinguished universities in Canada, and a growing number of startups, Montréal is one of the world leaders in space science with many discoveries in this field. This year's CYTO 2023 theme is Engaging Globally. Following this theme, we anticipate many exciting and international contributions that explore cytometry as a technique, technology, and science. In the last few years, the field of flow cytometry has flourished in ways that exploit data science, AI, hardware, and even best practices in education. Our Plenaries, Frontiers, and State of the Art lectures report on advanced imaging modalities, multiphoton microscopy, AI, human health, as well topics that go beyond cytometry. We also showcase, through the Hooke Lecture, the seminal work by Professor Anthony Hyman on biomolecular condensates. Our parallel sessions showcase abstracts on an array of new technologies, therapies, clinical techniques, imaging-, mass-, and spectral-cytometry. For the first time, CYTO will also host a ‘moderated poster’ session to provide attendees with a new way to highlight their science. Finally, and very importantly, the CYTO 2023 program and meeting embraces equity, diversity, and inclusivity (EDI). This is apparent through subjects found in plenaries such as that hosted by CYTO Women. Themes that focus on EDI can also be found in the tutorials, workshops, and other events (e.g., first-time attendee events). Our diversity is reflected by an international community that ranges from students and postdocs, to managers and principal investigators. We are also diverse in our expertise (i.e., foci on innovations, shared-resource laboratories, clinical techniques, etc.). There will be many faces of diversity found at the meeting—our invited presenters, session chairs, and attendees. Lastly, I would like to note that the ISAC President's Reception, which is open to all, will showcase and fundraise for the civic missions of the society including initiatives such as CYTO Youth, Instruments 4 Science, and Live Education. In sum, CYTO 2023 is a congress that gathers premier and inclusive cytometry science and topics of interest to the broad cytometry community. It is truly a conference on the many facets of single particle science and engineering. Thank you for joining us for this CYTO 2023 in Montréal—where you will find ‘cytometry for all!’.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.551 | 0.288 |
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".