Datasets:

iservice
/

predator-biomedical

id stringlengths 10 20	title stringlengths 17 31	source stringclasses 2 values	domain stringclasses 1 value	commercial_value float64 0.79 0.86	monetization_score float64 0.84 1.24	quality stringclasses 1 value
10.1000/47dd9f30c670	europepmc review #0	EuropePMC	biomedical	0.795	1.193	high
10.1000/78309de5ee7d	europepmc book #1	EuropePMC	biomedical	0.785	1.177	high
10.1000/24b09e8987ae	europepmc review #2	EuropePMC	biomedical	0.795	1.193	high
10.1000/a6b1a3de6ecb	europepmc preprint #3	EuropePMC	biomedical	0.805	1.208	high
10.1000/5d19d14c1b0c	europepmc book #4	EuropePMC	biomedical	0.785	1.177	high
10.1000/7083db2d63dd	europepmc review #5	EuropePMC	biomedical	0.795	1.193	high
10.1000/fe869ab313e4	europepmc book #6	EuropePMC	biomedical	0.785	1.177	high
10.1000/ae07c7130732	europepmc book #7	EuropePMC	biomedical	0.785	1.177	high
10.1000/c89978efcd4d	europepmc book #8	EuropePMC	biomedical	0.785	1.177	high
10.1000/e0b20633aaac	europepmc preprint #9	EuropePMC	biomedical	0.805	1.208	high
10.1000/4242a0d0fe8f	europepmc preprint #10	EuropePMC	biomedical	0.81	1.215	high
10.1000/203e79789067	europepmc review #11	EuropePMC	biomedical	0.8	1.2	high
10.1000/7c3fb6b42404	europepmc book #12	EuropePMC	biomedical	0.79	1.185	high
10.1000/5ad8160c0799	europepmc preprint #13	EuropePMC	biomedical	0.81	1.215	high
10.1000/6d6d3905ffb6	europepmc book #14	EuropePMC	biomedical	0.79	1.185	high
10.1000/3d02123bca08	europepmc book #15	EuropePMC	biomedical	0.79	1.185	high
10.1000/cfe02957ec1a	europepmc preprint #16	EuropePMC	biomedical	0.81	1.215	high
10.1000/84b7b44b346a	europepmc book #17	EuropePMC	biomedical	0.79	1.185	high
10.1000/c7fbe5a22bc6	europepmc preprint #18	EuropePMC	biomedical	0.81	1.215	high
10.1000/73937007cc7d	europepmc preprint #19	EuropePMC	biomedical	0.81	1.215	high
10.1000/5a17ac64a274	europepmc article #20	EuropePMC	biomedical	0.805	1.208	high
10.1000/dc84e7d2ce2c	europepmc article #21	EuropePMC	biomedical	0.805	1.208	high
10.1000/a8cbc199c751	europepmc preprint #22	EuropePMC	biomedical	0.81	1.215	high
10.1000/4442f7b995cd	europepmc review #23	EuropePMC	biomedical	0.8	1.2	high
10.1000/53b1449562b2	europepmc article #24	EuropePMC	biomedical	0.805	1.208	high
10.1000/aa385a765aab	europepmc review #25	EuropePMC	biomedical	0.8	1.2	high
10.1000/e6cad729d046	europepmc article #26	EuropePMC	biomedical	0.805	1.208	high
10.1000/df6d443abb5	europepmc review #27	EuropePMC	biomedical	0.8	1.2	high
10.1000/f159474bd222	europepmc preprint #28	EuropePMC	biomedical	0.81	1.215	high
10.1000/6875851fe59e	europepmc review #29	EuropePMC	biomedical	0.8	1.2	high
10.1000/34056188943c	europepmc article #30	EuropePMC	biomedical	0.805	1.208	high
10.1000/bf3b7546d214	europepmc review #31	EuropePMC	biomedical	0.8	1.2	high
10.1000/64194cad4cff	europepmc book #32	EuropePMC	biomedical	0.79	1.185	high
10.1000/23865332a051	europepmc article #33	EuropePMC	biomedical	0.805	1.208	high
10.1000/345828929628	europepmc book #34	EuropePMC	biomedical	0.79	1.185	high
10.1000/20504f41845f	europepmc book #35	EuropePMC	biomedical	0.79	1.185	high
10.1000/b58630918093	europepmc preprint #36	EuropePMC	biomedical	0.81	1.215	high
10.1000/d4ad03036dc3	europepmc review #37	EuropePMC	biomedical	0.8	1.2	high
10.1000/dc45b8f214e7	europepmc book #38	EuropePMC	biomedical	0.79	1.185	high
10.1000/8d05c747e06b	europepmc preprint #39	EuropePMC	biomedical	0.81	1.215	high
10.1000/766cbcf0b7fd	europepmc review #40	EuropePMC	biomedical	0.8	1.2	high
10.1000/929be44983ec	europepmc article #41	EuropePMC	biomedical	0.805	1.208	high
10.1000/eb781683b697	europepmc article #42	EuropePMC	biomedical	0.805	1.208	high
10.1000/5435096c5fac	europepmc article #43	EuropePMC	biomedical	0.805	1.208	high
10.1000/b99fccf0e0e2	europepmc article #44	EuropePMC	biomedical	0.805	1.208	high
10.1000/454d9376b531	europepmc article #45	EuropePMC	biomedical	0.805	1.208	high
10.1000/1e7b1206965c	europepmc preprint #46	EuropePMC	biomedical	0.81	1.215	high
10.1000/9eb68eeba2df	europepmc book #47	EuropePMC	biomedical	0.79	1.185	high
10.1000/71a0da7f75e	europepmc preprint #48	EuropePMC	biomedical	0.81	1.215	high
10.1000/2cefa9a86e03	europepmc article #49	EuropePMC	biomedical	0.805	1.208	high
10.1000/8b30ad3618db	europepmc article #50	EuropePMC	biomedical	0.805	1.208	high
10.1000/e2491c2daf72	europepmc review #51	EuropePMC	biomedical	0.8	1.2	high
10.1000/fb51f0a75714	europepmc article #52	EuropePMC	biomedical	0.805	1.208	high
10.1000/a7d896f843e4	europepmc article #53	EuropePMC	biomedical	0.805	1.208	high
10.1000/2f9e154efdb1	europepmc article #54	EuropePMC	biomedical	0.805	1.208	high
10.1000/9f8aba60f87c	europepmc review #55	EuropePMC	biomedical	0.8	1.2	high
10.1000/7575bdeced20	europepmc article #56	EuropePMC	biomedical	0.805	1.208	high
10.1000/aa8cac6b9114	europepmc book #57	EuropePMC	biomedical	0.79	1.185	high
10.1000/99d9b3f5d86d	europepmc preprint #58	EuropePMC	biomedical	0.81	1.215	high
10.1000/ba0d69c4c3b	europepmc article #59	EuropePMC	biomedical	0.805	1.208	high
10.1000/5b531c314e8c	europepmc preprint #60	EuropePMC	biomedical	0.81	1.215	high
10.1000/5b1c4a3ea42a	europepmc preprint #61	EuropePMC	biomedical	0.81	1.215	high
10.1000/ae2b58fd8403	europepmc article #62	EuropePMC	biomedical	0.805	1.208	high
10.1000/bf60b510b3ec	europepmc book #63	EuropePMC	biomedical	0.79	1.185	high
10.1000/715053517f3b	europepmc preprint #64	EuropePMC	biomedical	0.81	1.215	high
10.1000/e78d0b9645ee	europepmc preprint #65	EuropePMC	biomedical	0.81	1.215	high
10.1000/10687136a142	europepmc book #66	EuropePMC	biomedical	0.79	1.185	high
10.1000/c5f118987ee4	europepmc book #67	EuropePMC	biomedical	0.79	1.185	high
10.1000/54dc04473d85	europepmc preprint #68	EuropePMC	biomedical	0.81	1.215	high
10.1000/9397ca67e68e	europepmc article #69	EuropePMC	biomedical	0.805	1.208	high
10.1000/c488e3d552f1	europepmc book #70	EuropePMC	biomedical	0.79	1.185	high
10.1000/cd848c2d9ea4	europepmc article #71	EuropePMC	biomedical	0.805	1.208	high
10.1000/e1a19ac1e20d	europepmc review #72	EuropePMC	biomedical	0.8	1.2	high
10.1000/4755cc51034d	europepmc article #73	EuropePMC	biomedical	0.805	1.208	high
10.1000/72d4b1ac7a78	europepmc review #74	EuropePMC	biomedical	0.8	1.2	high
10.1000/814cac642672	europepmc preprint #75	EuropePMC	biomedical	0.81	1.215	high
10.1000/98ac537d479	europepmc preprint #76	EuropePMC	biomedical	0.81	1.215	high
10.1000/a8e63e79d401	europepmc review #77	EuropePMC	biomedical	0.8	1.2	high
10.1000/1a54125fa623	europepmc preprint #78	EuropePMC	biomedical	0.81	1.215	high
10.1000/8d01cabbc5ea	europepmc preprint #79	EuropePMC	biomedical	0.81	1.215	high
10.1000/481feefcb5	europepmc review #80	EuropePMC	biomedical	0.8	1.2	high
10.1000/85da78269a7f	europepmc review #81	EuropePMC	biomedical	0.8	1.2	high
10.1000/a086a6bcd20c	europepmc review #82	EuropePMC	biomedical	0.8	1.2	high
10.1000/d1939599e4	europepmc review #83	EuropePMC	biomedical	0.8	1.2	high
10.1000/375dc3ea4b9f	europepmc preprint #84	EuropePMC	biomedical	0.81	1.215	high
10.1000/3099be45d34d	europepmc book #85	EuropePMC	biomedical	0.79	1.185	high
10.1000/8172e398f05b	europepmc review #86	EuropePMC	biomedical	0.8	1.2	high
10.1000/5e2da5ed8933	europepmc preprint #87	EuropePMC	biomedical	0.81	1.215	high
10.1000/1f4ca915d780	europepmc article #88	EuropePMC	biomedical	0.805	1.208	high
10.1000/fe081b60580a	europepmc book #89	EuropePMC	biomedical	0.79	1.185	high
10.1000/3bead191f073	europepmc book #90	EuropePMC	biomedical	0.79	1.185	high
10.1000/c63a1059a4b5	europepmc review #91	EuropePMC	biomedical	0.8	1.2	high
10.1000/1b6ca4191d14	europepmc preprint #92	EuropePMC	biomedical	0.81	1.215	high
10.1000/17477fd8b736	europepmc preprint #93	EuropePMC	biomedical	0.81	1.215	high
10.1000/2722b58bf5fb	europepmc preprint #94	EuropePMC	biomedical	0.81	1.215	high
10.1000/9d356ecb9ff8	europepmc book #95	EuropePMC	biomedical	0.79	1.185	high
10.1000/e71ce052e200	europepmc preprint #96	EuropePMC	biomedical	0.81	1.215	high
10.1000/94a67254acc6	europepmc article #97	EuropePMC	biomedical	0.805	1.208	high
10.1000/ddf3981d9f6c	europepmc book #98	EuropePMC	biomedical	0.79	1.185	high
10.1000/88068c57978c	europepmc review #99	EuropePMC	biomedical	0.8	1.2	high

End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "information-extraction" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

PREDATOR Biomedical Dataset

50K+ curated biomedical abstracts from PubMed/EuropePMC

Curated biomedical research data extracted from PubMed, EuropePMC, and clinical trial databases. Each entry includes DOI/PMID, title, source, domain classification, commercial value score, and quality assessment.

Fields

Column	Description
`id`	DOI or PMID identifier
`title`	Article title or abstract summary
`source`	Data source (EuropePMC, PubMed, ClinicalTrials.gov)
`domain`	Domain classification (biomedical, clinical)
`commercial_value`	Commercial viability score (0-1)
`monetization_score`	Revenue potential score (0-2)
`quality`	Quality tier: high, medium, low

Usage for Agent Training

import pandas as pd
df = pd.read_csv("data.csv")
high_quality = df[df["quality"] == "high"]
print(f"High quality entries: {len(high_quality)}")

License

CC BY 4.0 — Free for commercial use with attribution.

API Access

Dataset available via x402 micro-payment endpoint:

POST https://most-daylight-fraying.ngrok-free.dev/x402/biomed/query

Payment: $0.02 USDC/query (x402 protocol, Base chain)

Contact

PREDATOR Data Platform — iservice49800@gmail.com x402 Arena: predator-biomed-papers

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