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Paper Citation Record · LEDGER

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction

As of 9 August 2026, this Paper Citation Record lists 86 of 86 outbound references and 0 inbound Pith citation observations for arXiv:2608.00357.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.00357 v1

Coverage vector

measured 86 of 86 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:41:20.330773Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

86 of 86 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved86
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 820391ea-084b-4a4c-b0c8-95c3ed3987cc · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T00:41:13.316644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.316644Z digest=sha256:6814c1c04a0eed0f933ec452b584af71d577152b09653b9865087ee85ee59d1a

Observation 8ebee737-c93c-405c-8f20-05a2c587da5a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.458222Z digest=sha256:a3b016c04171a69e54a1cb943a29a71db95c8e5eb15f4a619d6553df566ae751

Observation 5d44bd94-3009-4080-9d8e-1e45345fd750 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.571437Z digest=sha256:60c4fe131b54d01f2b212635ce479085d481122ad6b7f84727be54faf794fe0f

Observation e010f47b-7f1d-4435-8559-59a78b95ba2c · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-04T00:41:13.716146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.716146Z digest=sha256:940ff0480f4bd5b5f35209b419a89aedf6b544cbe02c7fc634774b84ed117756

Observation 130704d1-70c1-4a27-9cad-586fd1fab634 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-04T00:41:13.865238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.865238Z digest=sha256:69088e5ff6abd85a4dd1aec3740e41170e2a695a424de5d33333738e57d6b3c6

Observation 4661dff0-5e07-4743-b5b2-5113d6a3f1d0 · outbound

This paper cites 2019.Advances in questionnaire design, development, evaluation and testing.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction 2019.Advances in questionnaire design, development, evaluation and testing

Reference 6

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no resolver link, observed 2026-08-04T00:41:13.960934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:13.960934Z digest=sha256:d462204b0e6b17202d09e5ad7a4966310d1d6015fb5581423db9497b162a6aec

Observation 1eeaa892-5117-4e45-ac3a-be981a75e874 · outbound

This paper cites 2014.The principles of LiquidFeedback.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction 2014.The principles of LiquidFeedback

Reference 7

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no resolver link, observed 2026-08-04T00:41:14.013203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.013203Z digest=sha256:2fb9724e47c14c82516b1fa6e442968e31cfe5afa3f892234ed2867a1e3b4e8c

Observation 18d0c08c-5d20-4e75-bc56-ec2ab3135ace · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-04T00:41:14.088364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.088364Z digest=sha256:375ae7e34aab6be89b970bb98ef71ce71f283e4929dc0e273d46f7dc5e81f517

Observation 75ed979a-9d89-493b-aa7b-be83cc004b68 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-04T00:41:14.162924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.162924Z digest=sha256:d35e9fa00086abd9323411791b979221ee4cfcebf1bc27c9fd7cfe91b6957e08

Observation 39980d03-1fe2-4f1e-95a0-80aa8e10dfff · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-04T00:41:14.263275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.263275Z digest=sha256:0023107f5888dce59e22b83d9d71e8e5010afcfb1c409b9416dd103d701af2a8

Observation 3ecb3e9d-d1d8-45ce-8fa7-b053c2cb24ce · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-04T00:41:14.336773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.336773Z digest=sha256:560cbed168df247204cf14b9e1fa0fe21890cc7b91e52fa1168a6863014a10df

Observation cb207d31-a648-4631-99cc-81d289caf3f4 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-04T00:41:14.414641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.414641Z digest=sha256:2519486b5a805e724384c77202891858e86073533799d9439da884c9ab6ca24e

Observation bcb9ece7-481c-41d0-8749-927178173cb9 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-04T00:41:14.531025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.531025Z digest=sha256:5d7871a533cab5a34da4614bcd968be0322fb2b5693e59a4d55337f992c97010

Observation 774d5718-5b07-477a-883a-51a824fd9a2a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-04T00:41:14.621389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.621389Z digest=sha256:87228aca7dd33d248a3416fbe71108dd755fb8ebba33d9373aa32aa340e83d5e

Observation f9b8ef83-4577-4510-bb80-a0a29d19ea4f · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-04T00:41:14.761284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.761284Z digest=sha256:7deb9ce8722cffbf7c56f1bed616221a9f1ab72938100d02505ee917a5dfb78a

Observation 39e79c5a-89f8-4940-86f9-d01b92a983c0 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-04T00:41:14.911921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:14.911921Z digest=sha256:44aa214a59ce1c67e585397d612e9845d710b9d24adc370a93e5c48b3ed49faf

Observation ceaceb7a-b9f4-4607-84f6-204f41215728 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-04T00:41:15.040114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.040114Z digest=sha256:86d7c17df09a3a634985e5a191f2b7335a183c137fe034157b3a3c375f4f94a7

Observation 15d62df9-53b6-4bf4-a8d6-f5e130df2126 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-04T00:41:15.236453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.236453Z digest=sha256:c03200c047dee73889dd5aa6bc29339257fe4e66658cc6331b5d47a95af67718

Observation 199b48cf-1412-450d-8ab4-7451e4c0d524 · outbound

This paper cites LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis

Reference 19

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no resolver link, observed 2026-08-04T00:41:15.443990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.443990Z digest=sha256:6dcd17ec4dd903892c89d5f2635d1a5a02a2554104d56250dcf6e98353b7dcbf

Observation 29e746c3-ea80-416a-a168-140a203fd689 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-04T00:41:15.647876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.647876Z digest=sha256:be5a6a1bb47490ab3058e2253079597abd9c09daeb4dd751ae7fb61ee6512d27

Observation 50aa6a0e-9d5b-4f00-8914-f976d5d23d51 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-04T00:41:15.734551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.734551Z digest=sha256:cd7911e4fb43326f484f80f003d361fd6fddefabf7ee14ca64a0d8101ceb3d71

Observation 68746248-e6e0-4758-a319-f82eadbd038d · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.807127Z digest=sha256:76a78fea2169be7593ac8fb05503d0706f595ee5e9cee6f87f0fec9ed728f183

Observation a5d9f5b1-be4d-4968-99e2-44608071f04a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T00:41:15.880807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.880807Z digest=sha256:255a8e6fc70487eac7b8e563e6c1c1c669ca444ebc491e129274999c0fc04004

Observation 960c43be-7d98-4e43-a922-aec1b3c44e0c · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-04T00:41:15.969688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:15.969688Z digest=sha256:edafab413b25aad19a835b832a5d400054d5ed2b4f59312218b1f66fc6731c32

Observation e9cb0b3a-dff9-4e09-ae51-71e39726f2f4 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-04T00:41:16.045116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.045116Z digest=sha256:f1698299d13b1fab02705769263ff89b8f13035c7caeb21d8cadeef661df3f26

Observation daad83b4-99a5-4bc5-83b4-835c23ab7ad1 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-04T00:41:16.105812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.105812Z digest=sha256:258fa2b4a93cfafa9279a8816a3e2adea3816186ca07733d011ed8a5a30d5e18

Observation 862fc4bd-61bc-4af9-abb0-3ac242132a19 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-04T00:41:16.193356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.193356Z digest=sha256:7be93f58b3640f552637d904b98d779eed67439cf7113adbfddb09e00812b867

Observation b4f110aa-3b57-4867-b3af-259a1c083ec7 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-04T00:41:16.265939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.265939Z digest=sha256:5f547c33c436fde796cd573b0f4beeb21594b105eb50742a96018fae1ea2326a

Observation c5911118-665e-49bd-bc9f-4745b5d7f345 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-04T00:41:16.388707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.388707Z digest=sha256:8dc3ef2ce33ad71ab49c018a16062e06b121116b8ddf6c876e834419d46ceef1

Observation cc6a213c-8c5d-4b1a-b104-2292be9f1dcf · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-04T00:41:16.443753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.443753Z digest=sha256:a12b6ece0afa1c63eb7d1b8de150c33b1016f9f31e6e0c400fdba008f69e7ba9

Observation 9ce6f7c1-0900-40d3-b663-d800dbee9c5d · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 31

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no resolver link, observed 2026-08-04T00:41:16.512025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.512025Z digest=sha256:3fbb05aab2d7ce496fd8633af57f7567d42c95856799bc793d17827bfde7db38

Observation 901a0417-6296-474b-b09e-fb90fe6f67ad · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 32

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unresolved
no resolver link, observed 2026-08-04T00:41:16.565822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.565822Z digest=sha256:6667b6f0ed41d0664f2d7e19b8e36351e749d8d660259e6ede4c8ce7d901aef1

Observation a8511c97-cc4e-46b2-a190-6fb1eb7200fd · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-04T00:41:16.623931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.623931Z digest=sha256:649b1973c4ff9cfe0daab2f1e4ee8ff0d4fbe0a915080db32f6bb6230d7b5104

Observation 202a02aa-7032-4076-a957-6b4385bd8ec8 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-04T00:41:16.690180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.690180Z digest=sha256:f908b73f710be415dc64c5e87617df49ae9a8f5ca781427b1ca02b940598ad03

Observation a586ab82-3b04-4f12-a7d6-4d609fd8b9bb · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-04T00:41:16.815599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.815599Z digest=sha256:a3b24d1fb06582b4521ced20f5d825358014f0d58654e432a35d3c7c929eca1d

Observation 73cb5032-165d-4aa2-a9a8-d14b63da79ae · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-04T00:41:16.880894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.880894Z digest=sha256:acd8cb7cc43a7ba9aa002e701d2e5fb912fb2db5d4fe125aa2982028db2c1077

Observation 1f133ade-7c2e-481a-b1e8-8c29b02643d2 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-04T00:41:16.956317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:16.956317Z digest=sha256:2822dc68061f4bbefd443b35959e29ca8175342f1ee773f4ce489bb53fa899ca

Observation 8d4e9e37-335c-4870-8c05-582d66d08284 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-08-04T00:41:17.024794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:17.024794Z digest=sha256:b90d0b26682bb307b54000ce4cc50799f5be5f261c5cbb5065a8bc8adcfc683a

Observation 8644dbe2-4b46-47a2-a39f-c41b4efc015a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-04T00:41:17.091443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:17.091443Z digest=sha256:7cfe964e7df8f621d6661d1b39aac467d38f127a113061ed6d5cb5f3798acd1a

Observation 8cbb6ea4-153a-46c5-80c8-3f3bdd73e7e2 · outbound

This paper cites Automating Thematic Analysis: How LLMs Analyse Controversial Topics.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Automating Thematic Analysis: How LLMs Analyse Controversial Topics

Reference 40

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source=pdf_text observed=2026-08-04T00:41:17.141473Z digest=sha256:fc7e78a848ac93d12115b569f1b8d3e5671eed49b04965e30cb969eff10738d3

Observation 8e31b357-b5c1-40e1-8428-414f90756d96 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-04T00:41:17.198197Z digest=sha256:4d24be1c6ca0e487458da8bdd7919246ea157a5a7c2a7c55a1180d58c6ba7a2b

Observation 99f10fa6-5d37-48b8-8240-95a9b554e04f · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-04T00:41:17.263575Z digest=sha256:db117feea6fe5a1fc77488fab1e3bc72139e224062fb646a7e5d9de15b60a5b4

Observation 62173778-270e-4c83-89f6-ceb7834b59ba · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-04T00:41:17.327935Z digest=sha256:db1d831d2094986c636f86fcab24726e182b96f15f37affb02055d4edb79e41a

Observation 9b88572f-d53a-4b1d-8b9a-a8637e918342 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-04T00:41:17.404719Z digest=sha256:94c0ccde9aa662ebf177bab0f9be1d6ea365214f3369547f12cd530647968585

Observation 01d015bd-18ee-4edf-b127-42fe729eb76d · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-04T00:41:17.503886Z digest=sha256:98310716efefe6496d2f5672be4c04d3a1354b18255c1d81700ce54448701dbb

Observation 9e216e90-67cc-428e-a889-5a257ee47b6a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-04T00:41:17.587750Z digest=sha256:eabdc5bd448bfc05f8d81220dc79872bea6a5db753405ce79910c03b30e1788e

Observation bfa5d305-8bf5-4c74-95e9-b0e6b5c292ce · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-04T00:41:17.679522Z digest=sha256:2069488f2781290573b83ccd5245b9f64ad74fa6ffe569687b7e183c9e96df86

Observation f22d2aeb-e770-4a83-84d2-179b170d9ea7 · outbound

This paper cites 2013.Qualitative research design: An interactive approach: An interactive approach.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction 2013.Qualitative research design: An interactive approach: An interactive approach

Reference 48

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source=pdf_text observed=2026-08-04T00:41:17.763908Z digest=sha256:495cfa8d8d4e82dac45a9e12f16b8a3ceb5c26ed98c443ba40f91123bff2cee1

Observation 14bf6107-225a-4c67-b946-6ba16bf0bd89 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-04T00:41:17.844782Z digest=sha256:759169a8ce77eaa40f4fac147f6afd046fff2e4dba919e4a2817187559b3b31f

Observation 172bb58b-c712-4b63-bd9d-ceed40252de5 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-04T00:41:17.936644Z digest=sha256:52333e044387b540b5cb30fe8b538e7d076d467720ee1d1fba5946698ade85a0

Observation 041ed46b-3f7c-42d8-b540-af6ba10cafc1 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-04T00:41:18.010512Z digest=sha256:e64763f232d20f743057071e5e66455dedb93ea93f8f702e67323b8769cdb48f

Observation 145d706b-76c5-466d-95b5-e0ef37e21c44 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-04T00:41:18.065502Z digest=sha256:85851b48831c5005e9437cc3ff14344edd6cd6d46736e7980db4e26b02eec41e

Observation 5103ce99-a267-445a-94fc-b00cd6ab9082 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-04T00:41:18.149374Z digest=sha256:b808ffe621410d64497dc67daf4a50d224e80bcdd0dca66573a701c3e7cfb84d

Observation a0522697-1c74-48b8-a8a1-9d404cb7ee03 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-04T00:41:18.202227Z digest=sha256:dd317a8841e6b3433e2cb404bd596ee1b31c64df89a4ba2cde0ccb6d16f86a17

Observation d78a0b8a-6e26-431c-870c-1e68a414d040 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-04T00:41:18.249394Z digest=sha256:9e1e1c5506a34aa75ce69282e33aacdc84b2473f8f3f5fb9181a158389b70823

Observation 4e7833f0-9ae6-4ff2-b81c-0e4f8967b4b5 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-04T00:41:18.333922Z digest=sha256:a4db50bbf5a19b0a54d39017b93b1166be8434158e9109b0a2431173382a26cd

Observation 7c40c252-1546-4987-8bde-7933cbddc32a · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-04T00:41:18.449639Z digest=sha256:7567f76507c872c1a3888aa8f55395df5dbc4261952ec90aba579c06702927d3

Observation 0c2a5cae-e6ea-4e5e-bcbe-9a6077d5361b · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-04T00:41:18.509038Z digest=sha256:8aadfcd198f6a57407bf650e6cbe31ad80f17080f9bcf8163aa14570bfaab32c

Observation 2fe7d490-6530-4192-a79b-53496ab01b74 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-04T00:41:18.581414Z digest=sha256:5098be58539b497daec5a3f91d75b87ba91473311a5febb7edf354372ae0b870

Observation 2e442d1e-a100-4bf4-8766-e946edb982f1 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-04T00:41:18.626349Z digest=sha256:208dc5c06f2d000762636c8bf9fa18062db935ee837333859e83cf7bc6be0d3f

Observation cc916766-f4b8-4926-92d8-fe7f817743a6 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-04T00:41:18.683678Z digest=sha256:64adc053619cefc83236ead7f1ce556c56ec19c918f9af22da7226b866d9bef4

Observation a2111478-da61-46f1-a975-42b562bd5aab · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-04T00:41:18.756280Z digest=sha256:87278417c8479a21a4bd96eaff46c4ac71842fd75470fc6cd6b46c0639bfec8e

Observation 2fe5fe4f-a00a-46e5-b24b-559855963d15 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-04T00:41:18.819742Z digest=sha256:aa9e5c44b43a34d341bdc18c2ab245e99ff11048922131e4ebc27c7d93455774

Observation 34edd7bd-3b88-4d45-8761-06f90ad8cda7 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-04T00:41:18.885615Z digest=sha256:e60703c660e54dceb695374584e12039d7c5b9ee47197a1d4e1536a4045aca4c

Observation 5273a79a-37cf-4b98-9426-c8dc4082deac · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-04T00:41:18.956401Z digest=sha256:99612f05330d4a80909142cbc8bfcd0ea60bb60381d4b37ce9c4ae734a7e94e8

Observation a9e5c82e-5984-4e89-8a7d-17dc1d63f635 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 66

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:41:19.019148Z digest=sha256:7387377f5ce92aeb51903cd2244f800e7be474068d4b945ab3182ece90c94415

Observation 3dde5b3a-b625-4415-b36e-0f9ee03ea6af · outbound

This paper cites Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond

Reference 67

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source=pdf_text observed=2026-08-04T00:41:19.090895Z digest=sha256:7b7e5d3ebf44a4cb9d51e6d0ca488001baa6987d22cd068b5b175251562495c4

Observation 2fdb7fa8-5cb3-4191-9f33-f366121b2933 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-04T00:41:19.136062Z digest=sha256:e8ee7624115b7d5c5cdeaf8dfb5a4560659f730ad943cd6d832cfd4c8b840a48

Observation 9419f7aa-344c-4328-ac42-66dd83662dfe · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-04T00:41:19.230000Z digest=sha256:edbb991c066016e353c19663a4f34ad82e2b8d30f7b36222f1747b88c0b22de8

Observation e0caef0e-389a-427f-aa35-aa91d5000446 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 70

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no resolver link, observed 2026-08-04T00:41:19.299639Z

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source=pdf_text observed=2026-08-04T00:41:19.299639Z digest=sha256:b1ec594c506216cedeb2e7a6f4fbf522ccab88efeb85e768e01fb3e1ddf43892

Observation e007dbad-0736-4c1c-b035-1e2bfe06fa88 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 71

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source=pdf_text observed=2026-08-04T00:41:19.367467Z digest=sha256:89c9f726a7741abd0aaed8c78138bb166c17ddca0941dc4f7fab882f3e3f6658

Observation 0f49ea51-58ec-457e-bc2d-92aed755cf85 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:41:19.450762Z digest=sha256:79717f21d32071ca8bfcb795d5adcf60d399559679177984b38e22b7d57d4578

Observation 3fc3ff96-7278-44c5-85be-a65f3af1008e · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 73

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:41:19.551427Z digest=sha256:e7d5a6750bc6c131ab2f08daa4a1527e2ed663effaf5c0573c6cb3d7b4ae85e5

Observation 085b58ef-1bc1-4d06-8836-16d6b4de56c1 · outbound

This paper cites Redefining Qualitative Analysis in the AI Era: Utilizing ChatGPT for Efficient Thematic Analysis.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Redefining Qualitative Analysis in the AI Era: Utilizing ChatGPT for Efficient Thematic Analysis

Reference 74

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:41:19.644679Z digest=sha256:ae2606e3d91f672aff3901994480a0e21ad7a6ec0364a8babcaf686cf92ddad9

Observation 0c3ec90d-2666-4f19-9c59-b61ea0b83117 · outbound

This paper cites When Qualitative Research Meets Large Language Model: Exploring the Potential of QualiGPT as a Tool for Qualitative Coding.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction When Qualitative Research Meets Large Language Model: Exploring the Potential of QualiGPT as a Tool for Qualitative Coding

Reference 75

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no resolver link, observed 2026-08-04T00:41:19.731648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:19.731648Z digest=sha256:70b15d0ffc1b3c4008c324d660a03c63a5582d1ea1ba48d7057567cd6931499a

Observation abbc1c7b-838b-4e5f-ac48-a5593c94595d · outbound

This paper cites You must strike a balance and create a theme that is clear, concise, and useful for thematic analysis.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction You must strike a balance and create a theme that is clear, concise, and useful for thematic analysis

Reference 78

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no resolver link, observed 2026-08-04T00:41:19.779990Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T00:41:19.779990Z digest=sha256:8b9c8fc5e4e83a9e171e7817c7ddb08657ebe545596aa7e3b8fc274b916ffe09

Observation 15df85ec-bc50-4e5f-a313-30371185563e · outbound

This paper cites Someone should be able to understand the core aspect of the theme by only reading the theme name.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Someone should be able to understand the core aspect of the theme by only reading the theme name

Reference 79

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no resolver link, observed 2026-08-04T00:41:19.844693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:19.844693Z digest=sha256:0ce7957d3c350964d0c0202847394660c852bcde563e23e96b734a94b6c7ddb2

Observation 15bd0510-b2db-4991-bddf-514a01ed6539 · outbound

This paper cites Redundant themes are not useful and responses should be placed in existing themes before new themes are generated.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Redundant themes are not useful and responses should be placed in existing themes before new themes are generated

Reference 80

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no resolver link, observed 2026-08-04T00:41:19.910906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:19.910906Z digest=sha256:133e32580a1605a48abed4d0c643faa37d71880190c4150b70afcafd91506314

Observation 8ac84a58-a24b-4cc1-af37-ef83d3fd5ce6 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 81

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no resolver link, observed 2026-08-04T00:41:19.977532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:41:19.977532Z digest=sha256:0b81ca2b703668a0d21031bd452f8a0b3e2d517f4d7127fedf36147e1283ed65

Observation 4912545f-80a4-412d-a790-c863422b74c5 · outbound

This paper cites I’d like you to think step-by-step using the following strategy: Dynamic Surveys 405:27.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction I’d like you to think step-by-step using the following strategy: Dynamic Surveys 405:27

Reference 82

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no resolver link, observed 2026-08-04T00:41:20.030179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7a4ab071-7882-491a-a6cd-30912c3cdcb7 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 83

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7d577d0f-2572-440f-a7f8-67039569f573 · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 84

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites If any of the new themes are overlapping with an existing theme, place the response in the existing theme first.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction If any of the new themes are overlapping with an existing theme, place the response in the existing theme first

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-04T00:41:20.260427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6a3de322-603a-4e53-a046-566857badc6d · outbound

This paper cites an unresolved cited work.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction Unresolved cited work

Reference 86

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8bfbc12d-49c7-4e6e-9497-1b01ca36f274 · outbound

This paper cites InProceedings of the 3rd African Human-Computer Interaction Conference: Inclusiveness and Empowerment.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction InProceedings of the 3rd African Human-Computer Interaction Conference: Inclusiveness and Empowerment

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-04T00:41:16.754692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation dafad933-dcdd-4e53-88e4-0f81696137df · outbound

This paper cites InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems.

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems

Reference 2023

Resolution
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no resolver link, observed 2026-08-04T00:41:16.328923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.