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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.

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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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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 4 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A scaling law for random walks on networks
Theodore J. Perkins, Eric Foxall, Leon Glass, Roderick Edwards
2014· article· en· Nature Communications· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Community evolution prediction in dynamic social networks
Mansoureh Takaffoli, Reihaneh Rabbany, Osmar R. Zai͏̈ane
2014· article· en· 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2014)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
48
citations
affunlabeled
A Survey on Network Embedding
Peng Cui, Xiao Wang, Jian Pei, Wenwu Zhu
2017· preprint· en· arXiv (Cornell University)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
46
citations
affno abstractunlabeled
Cleaning a network with brushes
Margaret-Ellen Messinger, Richard J. Nowakowski, Paweł Prałat
2008· article· en· Theoretical Computer Science· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
46
citations
affunlabeled
Phase transition in random catalytic networks
Rudolf Hanel, Stuart Kauffman, Stefan Thurner
2005· article· en· Physical Review E· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Network comparison and the within-ensemble graph distance
Harrison Hartle, Brennan Klein, Stefan McCabe, Alexander Daniels, Guillaume St-Onge, Charles J. Murphy +1 more
2020· article· en· Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
43
citations
affno abstractunlabeled
The effect of weight on community structure of networks
Ying Fan, Menghui Li, Peng Zhang, Jinshan Wu, Zengru Di
2006· article· en· Physica A Statistical Mechanics and its Applications· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
43
citations
affno abstractunlabeled
A new method to construct co-author networks
Jie Liu, Yunpeng Li, Zichan Ruan, Guangyuan Fu, Xiaowu Chen, Rehan Sadiq +1 more
2014· article· en· Physica A Statistical Mechanics and its Applications· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
42
citations
affunlabeled
Community detection in social networks
Hossein Fani, Ebrahim Bagheri
2017· article· en· Encyclopedia with Semantic Computing and Robotic Intelligence· Physics and Astronomy
distilled prediction:candidate · stsconsensus · none
42
citations
affno abstractunlabeled
Degree correlation in scale-free graphs
Babak Fotouhi, Michael Rabbat
2013· article· en· The European Physical Journal B· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
42
citations
affunlabeled
Information cascade at group scale
Milad Eftekhar, Yashar Ganjali, Nick Koudas
2013· article· en· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
41
citations
affunlabeled
Complexity, Science and the Public
Cristian Suteanu
2005· article· en· Theory Culture & Society· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
39
citations
affno abstractunlabeled
Community Search over Big Graphs
Xin Huang, Laks V. S. Lakshmanan, Jianliang Xu
2019· book· en· Synthesis lectures on data management· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
39
citations
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