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Record W4254168204 · doi:10.1021/acssensors.0c00660

Remembering NJ

2020· article· en· W4254168204 on OpenAlexaffabout
J. Justin Gooding, Antonella I. Mazur, Eric Bakker, Shana O. Kelley, Michael J. Sailor, Maarten Merkx, Lanqun Mao, Heather A. Clark, Roya Maboudian, Yi‐Tao Long

Bibliographic record

VenueACS Sensors · 2020
Typearticle
Languageen
FieldEnvironmental Science
TopicChemistry and Chemical Engineering
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsChemistry

Abstract

fetched live from OpenAlex

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. This publication is available under these Terms of Use. Request reuse permissions This publication is free to access through this site. Learn MoreArticle Views1343Altmetric-Citations-LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail PDF (2 MB) Get e-Alertsclose Get e-Alerts

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.045
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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.

Opus teacher head0.009
GPT teacher head0.178
Teacher spread0.169 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

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".

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Citations0
Published2020
Admission routes2
Has abstractyes

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