Pith. sign in

Paper Citation Record · LEDGER

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 3 inbound Pith citation observations for arXiv:2506.21927.

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

pith.paper-citation-record.v1
2506.21927 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:18:15.993237Z

measured 18 of 18 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:08:48.150686Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T05:59:26.006478Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b24f2ba-011e-4eb3-97e0-0c9e10252b66 · outbound

This paper cites The growing role of precision and personalized medicine for cancer treatment[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume The growing role of precision and personalized medicine for cancer treatment[J]

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:19.279101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:14.699648Z digest=sha256:ba5d0015a0f4e03d5d44076fc5d4b137323351e1ec40fc8ea211978a304c5046

Observation 4cc9beee-5fcb-4727-8e14-4d8b29a8e53c · outbound

This paper cites Comparison of sales income and research and development costs for FDA -approved cancer drugs sold by originator drug companies[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Comparison of sales income and research and development costs for FDA -approved cancer drugs sold by originator drug companies[J]

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:19.049909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:14.747663Z digest=sha256:8fd33deb4eff8245b26968d26236b362c85023d06f8aeb5d213c9f6d77b1359d

Observation 16f6d556-5c06-46ba-be46-54bccb583d48 · outbound

This paper cites Breath analysis system with convolutional neural network (CNN) for early detection of lung cancer[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Breath analysis system with convolutional neural network (CNN) for early detection of lung cancer[J]

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:18.824472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:14.817002Z digest=sha256:53296b95c8c499c51341ef48f5c78cbd203539364f792f0ef04f2bf874cabd0b

Observation bb4e416f-6a1e-4617-a35c-dce8ab851698 · outbound

This paper cites Comparative study of long short -term memory (LSTM), bidirectional LSTM, and traditional machine learning approaches for energy consumption prediction[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Comparative study of long short -term memory (LSTM), bidirectional LSTM, and traditional machine learning approaches for energy consumption prediction[J]

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:18.582017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:14.898557Z digest=sha256:bd9456e15bcb9861f5c2cfff28f5b4eb52402cd30ff57c94769efb42a61693a1

Observation 53cd66fc-276a-4251-878d-b9a34653d899 · outbound

This paper cites A review of ridge parameter selection: minimization of the mean squared error vs.

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume A review of ridge parameter selection: minimization of the mean squared error vs

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:18.386303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.015792Z digest=sha256:51db6bd1dc14cf42f5b7d8841fb143511ce5ea03e5c9fdcd7256e93a2770bcfd

Observation ac1e01d5-b8ac-4088-8600-904aa7daadd4 · outbound

This paper cites Applying Machine Learning and Statistical Forecasting Methods for Enhancing Pharmaceutical Sales Predictions[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Applying Machine Learning and Statistical Forecasting Methods for Enhancing Pharmaceutical Sales Predictions[J]

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:18.230227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.132580Z digest=sha256:1ba61063381334bfce5d10151515aa330acc99f8f80b50cf61fffc93415e19d4

Observation f9511de2-71e2-4a5f-82e6-8fbfca199b4d · outbound

This paper cites Drug sales forecasting in the pharmaceutical market using deep neural network algorithms[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Drug sales forecasting in the pharmaceutical market using deep neural network algorithms[J]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:18.060896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.265773Z digest=sha256:64e0f4535896660a89ce7af422d0ce7a8adf18b19c4c84b53a5fb9869e8ab847

Observation 6cc16e67-e823-4687-b22d-357c513be1e0 · outbound

This paper cites Predicting drug shortages using pharmacy data and machine learning[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Predicting drug shortages using pharmacy data and machine learning[J]

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:17.887810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.365179Z digest=sha256:400a8e4ce5b2967bdcf4dad40e95cc256a515ad6655cdb1df120eacd462d048e

Observation 5878176c-7f8c-48d8-a58f-66bf6dab9c04 · outbound

This paper cites New drugs and stock market: a machine learning framework for predicting pharma market reaction to clinical trial announcements[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume New drugs and stock market: a machine learning framework for predicting pharma market reaction to clinical trial announcements[J]

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:17.680047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.486983Z digest=sha256:6eb5b2b873f29f4e6c49965e80ae711e7466f18d774e0480f28d06fbbf3f937d

Observation a7e4135f-e411-495f-9b32-3593cb3615dc · outbound

This paper cites Wear prediction of high performance rolling bearing based on 1D-CNN-LSTM hybrid neural network under deep learning[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Wear prediction of high performance rolling bearing based on 1D-CNN-LSTM hybrid neural network under deep learning[J]

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:17.425059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.595415Z digest=sha256:c32d1b159ac1c90fd3c92328c4bde09b3b240486816e56bdf54fffd575fc50bb

Observation 9e693605-4d53-43c3-a456-720b947147be · outbound

This paper cites Research on Stock Market Sentiment Analysis and Prediction Method Based on Convolutional Neural Network[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Research on Stock Market Sentiment Analysis and Prediction Method Based on Convolutional Neural Network[J]

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:17.137495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.681124Z digest=sha256:280b69ca0ece4ea16e1403de534d22022c7220b9c906f3d816e83564f930d2d4

Observation 22b5242d-23ed-452b-9f18-b76376afd303 · outbound

This paper cites Applications of Long Short -Term Memory (LSTM) Networks in Polymeric Sciences: A Review[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Applications of Long Short -Term Memory (LSTM) Networks in Polymeric Sciences: A Review[J]

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:16.915653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.747442Z digest=sha256:5192ad16768174d8ef2ae61a1dbf4262c99a054dc27cfdea8593697815eeea33

Observation 991661b0-03bb-4103-8ff1-6ddb4e9aa52b · outbound

This paper cites an unresolved cited work.

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:18:16.764846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.886575Z digest=sha256:4f27bab1efa5e799e046c48bfa845a3b6372d5b80fc2c6d623a4a200c6d98bb1

Observation 263a8f5b-6e34-4743-ad39-e70fd8032f45 · outbound

This paper cites Long short -term memory[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume Long short -term memory[J]

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:16.452370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.947939Z digest=sha256:5793cf28946c0c2b35245474e8f7de7d7d6b82e92f9fd203632acead0b87fcc7

Observation 5ba739a3-1779-40c2-978a-cdff6edf6860 · outbound

This paper cites COVID -19 vaccine prediction based on an interpretable CNN-LSTM model with three -stage feature engineering[J].

A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume COVID -19 vaccine prediction based on an interpretable CNN-LSTM model with three -stage feature engineering[J]

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:18:16.168132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:18:15.993237Z digest=sha256:f5d39684ec80ce4f7ea6d4296fd880f71dce98a751a2ef3797bbdb293b9c112d

Pith citing papers

Observation b003d99e-b848-4d87-9232-684a586f53e9 · inbound

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs cites this paper.

Meta-Learning for Cold-Start Personalization in Prompt-Tuned LLMs A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T15:08:48.150686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:08:48.150686Z digest=sha256:530d582cb44882f736838d88e2e5e7676b4287809faf3fb7f6e04362fae8e949

Observation d6dc13ba-4661-4cae-9e0c-bf6420e736d7 · inbound

Multimodal Foundation Model-Driven User Interest Modeling and Behavior Analysis on Short Video Platforms cites this paper.

Multimodal Foundation Model-Driven User Interest Modeling and Behavior Analysis on Short Video Platforms A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-05T05:59:26.010411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T05:59:25.306285Z digest=sha256:f09d162b082deeae412f44d58b4a474ad4690cf259ad04183d304736b504a154

Observation a9729609-df10-401d-8e88-8f9e48deef18 · inbound

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users cites this paper.

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users A Deep Learning Algorithm Based on CNN-LSTM Framework for Predicting Cancer Drug Sales Volume

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T19:46:41.356183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:46:41.356183Z digest=sha256:26703dba8f59ddd6b2c8c393066fdca6018dab3318915f1024ac0d6aa4bb59d0