Remembering NJ
Bibliographic record
Abstract
ADVERTISEMENT RETURN TO ISSUEEditorialNEXTRemembering NJJ. Justin Gooding*J. Justin GoodingThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by J. Justin Goodinghttp://orcid.org/0000-0002-5398-0597, Antonella MazurAntonella MazurThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Antonella Mazur, Eric BakkerEric BakkerThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Eric Bakkerhttp://orcid.org/0000-0001-8970-4343, Shana KelleyShana KelleyThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Shana Kelleyhttp://orcid.org/0000-0003-3360-5359, Michael SailorMichael SailorThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Michael Sailorhttp://orcid.org/0000-0002-4809-9826, Maarten MerkxMaarten MerkxThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Maarten Merkxhttp://orcid.org/0000-0001-9484-3882, Lanqun MaoLanqun MaoThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Lanqun Maohttp://orcid.org/0000-0001-8286-9321, Heather ClarkHeather ClarkThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Heather Clarkhttp://orcid.org/0000-0002-2628-9194, Roya MaboudianRoya MaboudianThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Roya Maboudian, and Yitao LongYitao LongThe University of New South Wales, Sydney, AustraliaACS Publications, Washington, D.C., United StatesThe University of Geneva, Geneva, SwitzerlandThe University of Toronto, Toronto, Ontario, CanadaUniversity of California, San Diego, San Diego, California United StatesTechnische Universiteit Eindhoven, Eindhoven, The NetherlandsInstitute of Chemistry, Chinese Academy of Sciences Beijing, ChinaNortheastern University, Boston, Massachusetts, United StatesUniversity of California, Berkeley, California, United StatesNanjing University, Nanjing, ChinaMore by Yitao Longhttp://orcid.org/0000-0003-2571-7457Cite this: ACS Sens. 2020, 5, 4, 887–888Publication Date (Web):April 24, 2020Publication History Received1 April 2020Published online24 April 2020Published inissue 24 April 2020https://pubs.acs.org/doi/10.1021/acssensors.0c00660https://doi.org/10.1021/acssensors.0c00660editorialACS PublicationsCopyright © 2020 American Chemical Society. 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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 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 | 0.000 |
| 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 | 0.001 |
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 teacher head, 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".