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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Complex Network Analysis Techniques
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,618 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,618 works in the cohort · of 4,299,418page 5 of 33

Labels cover 3 of 1,618 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 1,618 of 1,618 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Epidemic dynamics on semi-directed complex networks
Xiaoguang Zhang, Gui‐Quan Sun, Yu-Xiao Zhu, Junling Ma, Zhen Jin
2013· article· en· Mathematical Biosciences· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Network Analysis
Craig M. Rawlings, Jeffrey A. Smith, James Moody, Daniel A. McFarland
2023· book· en· Cambridge University Press eBooks· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
37
citations
afffundunlabeled
Thresholding normally distributed data creates complex networks
George T. Cantwell, Yanchen Liu, Benjamin F. Maier, Alice C. Schwarze, Carlos A. Serván, Jordan Snyder +1 more
2020· article· en· Physical review. E· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
36
citations
fundno affunlabeled
Tags vs shelves
Arkaitz Zubiaga, Christian Körner, Markus Strohmaier
2011· article· en· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
36
citations
affunlabeled
Node similarity in networked information spaces
Wangzhong Lu, Jeannette Janssen, Evangelos Milios, Nathalie Japkowicz
2001· article· en· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
36
citations
affunlabeled
Diffusion in networks and the virtue of burstiness
Mohammad Akbarpour, Matthew O. Jackson
2018· article· en· Proceedings of the National Academy of Sciences· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
36
citations
aboutno affunlabeled
Temporal subgraph isomorphism
Ursula Redmond, Pádraig Cunningham
2013· article· en· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
35
citations
affno abstractunlabeled
The web from a complex adaptive systems perspective
Maya Rupert, Amjad Rattrout, Salima Hassas
2007· article· en· Journal of Computer and System Sciences· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
35
citations
affno abstractunlabeled
Cyclic motifs in the Sardex monetary network
George Iosifidis, Yanick Charette, Edoardo M. Airoldi, Giuseppe Littera, Leandros Tassiulas, Nicholas A. Christakis
2018· article· en· Nature Human Behaviour· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Stochastically evolving networks
Derek Y. C. Chan, Barry D. Hughes, Alex S. Leong, William J. Reed
2003· article· en· Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Bias and controversy
Hady W. Lauw, Ee‐Peng Lim, Ke Wang
2006· article· en· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
32
citations
affunlabeled
MODEC — Modeling and Detecting Evolutions of Communities
Mansoureh Takaffoli, Farzad Sangi, Justin Fagnan, Osmar R. Zai͏̈ane
2021· article· en· Proceedings of the International AAAI Conference on Web and Social Media· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
The surviving rate of an infected network
Weifan Wang, Stephen Finbow, Ping Wang
2010· article· en· Theoretical Computer Science· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
afffundunlabeled
Big data mining of social networks for friend recommendation
Fan Jiang, Carson K. Leung, Adam G.M. Pazdor
2016· article· en· 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
fundno affno abstractunlabeled
User and item-aware estimation of review helpfulness
Noemi Mauro, Liliana Ardissono, Giovanna Petrone
2020· article· en· Information Processing & Management· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
When Social Influence Meets Item Inference
Hui-Ju Hung, Hong-Han Shuai, De-Nian Yang, Liang-Hao Huang, Wang-Chien Lee, Jian Pei +1 more
2016· article· en· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
afffundunlabeled
Universality of the stochastic block model
Jean-Gabriel Young, Guillaume St-Onge, Patrick Desrosiers, Louis J. Dubé
2018· article· en· Physical review. E· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
afffundunlabeled
Geometric Protean Graphs
Anthony Bonato, Jeannette Janssen, Paweł Prałat
2012· article· en· Internet Mathematics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
fundvenueno affunlabeled
Open Data Intermediaries in Developing Countries
François Van Schalkwyk, Michael P. Cañares, Sumandro Chattapdhyay, Alexander Andrason
2016· article· en· The Journal of Community Informatics· Physics and Astronomy
machine prediction:candidate · open_scienceconsensus · none
30
citations

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