messages listlengths 2 10 | metadata dict |
|---|---|
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Phytochemical Characterization of \nJournal: Food science & nutrition (2026)\nAbstract: Euphorbia members (Euphorbiaceae) are valuable sources of lead compounds for potential drug discov... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42656942",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Target-Oriented Screening of Traditional Chinese Medicine Potential Inhibitors Against African Swine Fever Virus dUTPase and Preliminary Evaluation of Enzymatic Activity Effects.\nJourna... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42655630",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Semisynthetic Derivatives of Polygodial as α-Glucosidase and α-Amylase Inhibitors: In Vitro Evaluation, Molecular Docking and Molecular Dynamics Simulation.\nJournal: Pharmaceutics (2026... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42654077",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Recent Advances in the Design of Inhibitors Targeting the Viral Entry and Replication of the SARS-CoV-2 Virus, Driven by In Silico Approaches.\nJournal: Molecules (Basel, Switzerland) (2... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42653958",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Rational Design of Novel Thiazole-Clubbed Pyrimidine-Linked Hydrazone Conjugates as Promising RSK4 Inhibitors for Esophageal Squamous Cell Carcinoma: Molecular Dynamics Simulations and I... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42653818",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Integrative Bioinformatics Identification of Baicalein as a Phytochemical Inhibitor of CHEK1 in Serous Ovarian Cancer: A Multi-Stage In Silico Drug Discovery Approach.\nJournal: Pharmace... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42653731",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Design, Synthesis and Biological Evaluation of Novel Oleanolic Acid Derivatives as Potential Anti-Leukemic Agents.\nJournal: Life (Basel, Switzerland) (2026)\nAbstract: Background: Chron... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42653023",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Multi-Target Neuroprotective Effects of Cordycepin and Adenosine from \nJournal: Biomedicines (2026)\nAbstract: Background:Cordyceps militaris (C. militaris) is a medicinal mushroom reco... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42652243",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Unveiling the allosteric inhibition mechanism of SARS-CoV-2 main protease and discovery of a novel allosteric inhibitor.\nJournal: Drug discoveries & therapeutics (2026)\nAbstract: The s... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42649091",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Incorporation of PeT fluorescent units into the pharmacophore of atypical dopamine transporter inhibitors.\nJournal: Bioorganic & medicinal chemistry (2026)\nAbstract: Dopamine signaling... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42648008",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: In silico discovery of RIOK3 inhibitors against pancreatic ductal adenocarcinoma using homology modelling, molecular docking, molecular dynamics simulations, ADMET prediction, and MTT as... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42645594",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: A Regulatory Element in the Intrinsically Disordered C-Terminal Region of LMTK3 Modulates Its Kinase Domain Interactions and Breast Cancer Phenotypes.\nJournal: Cells (2026)\nAbstract: L... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42645201",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Proteomic Dynamics Reveal Cell-Cycle and Rho GTPase Remodeling Associated with Transient Senescence Traits in Human Chondrocytes During Sustained IL-1β Signaling.\nJournal: Cells (2026)\... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42645159",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: The evolution and mechanistic versatility of the bacterial NADH dehydrogenases type II.\nJournal: The FEBS journal (2026)\nAbstract: Type II NADH dehydrogenases (NDH-2) are accessory enz... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42642942",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Not Quite Folded: Challenges in Predicting the hNPS-hNPSR-Ile107 Complex With AlphaFold2 Multimer.\nJournal: ChemMedChem (2026)\nAbstract: The human neuropeptide S (NPS) receptor (NPSR) ... | {
"pillar": "literature",
"domain": "discovery",
"skill_type": "requires-knowledge",
"source": "pubmed_42642814",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Computational Discovery of Novel CYP51 Inhibitors for Antifungal Therapy Against Aspergillus fumigatus.\nJournal: Probiotics and antimicrobial proteins (2026)\nAbstract: Lanosterol 14-al... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42640517",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Molecules to market: A probabilistic artificial intelligence framework for predicting managed care adoption at the level of drug discovery.\nJournal: Journal of managed care & specialty ... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42640125",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Energy Transfer Pathways in Plant Photosystem I from First-Principles Modeling.\nJournal: JACS Au (2026)\nAbstract: The photosynthetic supercomplex Photosystem I-light harvesting complex... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42657135",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Selective inhibition of platelet inflammatory tether formation via force-modulated vibrational states of integrin αIIbβ3.\nJournal: Journal of molecular modeling (2026)\nAbstract: CONTEX... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42645562",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Mechanically Interlocked Molecules: A Supramolecular Computational Picture of Rotaxane-Based Switches, Shuttles, and Tristable Devices in Solution.\nJournal: ChemistryOpen (2026)\nAbstra... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42643013",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Automated optimization of force field parameters against ensemble-averaged measurements with Bayesian inference of conformational populations.\nJournal: The Journal of chemical physics (... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42623295",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Insights into IL-modified silica/6FDA-DAM ionic liquid mixed matrix membranes for CO\nJournal: Journal of molecular graphics & modelling (2026)\nAbstract: Mixed Matrix Membranes (MMMs) a... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42612599",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: MolDeTr: A Chemistry-Informed Deep Learning Model for Next-Generation Automated Analysis of 1H NMR Spectra.\nJournal: Analytical chemistry (2026)\nAbstract: Accurate interpretation of on... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42610906",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: HessFit: Deriving Molecule-Specific Force Fields from Quantum Mechanical Hessians.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: The development of accurate an... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604909",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Quantum Methods in Drug Discovery: An Introduction to the Theoceptor (Theoretical Receptor) Approach.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: In this cha... | {
"pillar": "literature",
"domain": "discovery",
"skill_type": "requires-knowledge",
"source": "pubmed_42604906",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Drug Censorship at Scale: The Practicalities of Automation and Parallelism for Fragment Molecular Orbital (FMO) in GAMESS.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\n... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604905",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Quantum Chemistry in Drug Design: Applications, Challenges, and the Need for Speed.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: Quantum mechanics (QM) provid... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604904",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Hidden Interactions: Quantum Perspectives in Drug Design.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: Noncovalent intermolecular interactions play a key role... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604903",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Protein-Protein Interactions with the Fragment Molecular Orbital Method.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: Protein-protein interactions (PPIs) are ... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604898",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Perspectives on Hybridizing Quantum Mechanics and Artificial Intelligence for Drug Design.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: Drug design is one of ... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42604895",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Towards routine accurate electron-density studies of biological macromolecules.\nJournal: Acta crystallographica. Section D, Structural biology (2026)\nAbstract: We report here the struc... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42583823",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Self-Consistent Biased Fine-Tuning for Highly Accurate Reaction-Specific Machine-Learning Interatomic Potentials.\nJournal: Journal of chemical theory and computation (2026)\nAbstract: A... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42579384",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Supercritical water at near-experimental accuracy with MB-pol(2023).\nJournal: The Journal of chemical physics (2026)\nAbstract: Supercritical water (SCW) exhibits anomalous thermophysic... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42578635",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Quantum Reactivity-Guided Optimization of ATP-Competitive Ligands through Multiscale Simulation.\nJournal: ACS physical chemistry Au (2026)\nAbstract: ATP-binding pockets impose stringen... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42565187",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: In Silico Methodology for Human Carboxylesterases 1 and 2 Isoforms Substrate Selectivity Study.\nJournal: Methods in molecular biology (Clifton, N.J.) (2026)\nAbstract: The two more rele... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42562991",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Green Spectrofluorometric Method for Labetalol Determination Based on Electron Transfer Inhibition With Density Functional Theory Validation and Statistical Design Optimization.\nJournal... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42557999",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: q-vSZPs: A polarized, adaptive minimal Gaussian basis set for the elements Z = 1-86 designed for efficient mean-field electronic structure calculations.\nJournal: The Journal of chemical... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42555380",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "Summarize this paper and explain its key findings for pharmaceutical development:\n\nTitle: Azobenzene's Cross-Scale Optics and Photonics: Molecular Photoswitching, Mesoscopic Material Motions, and Adaptive Devices.\nJournal: Advanced materials (Deerfield Beach, Fla.) (2026)\nA... | {
"pillar": "literature",
"domain": "general_pharmacy",
"skill_type": "requires-knowledge",
"source": "pubmed_42555241",
"difficulty": "intermediate"
} |
[
{
"role": "user",
"content": "This preprint presents a computational approach. Explain the methodology and assess its potential pharmaceutical applications:\n\nTitle: TTPO: Test-Time Policy Optimization\nCategories: cs.CL\nAbstract: Recent prominent post-training methods, such as Reinforcement Learning (RL)... | {
"pillar": "literature",
"domain": "general_ml",
"skill_type": "requires-reasoning",
"source": "arxiv_2608.27448v1",
"difficulty": "advanced"
} |
[
{
"role": "user",
"content": "Compare and synthesize findings from these recent papers on molecular property prediction:\n\n- **Evaluating the Incremental Value of Three-Dimensional Conformer Descriptors for Blood-Brain Barrier ** (pubmed): Background/Objectives: Predicting blood-brain barrier (BBB) permeab... | {
"pillar": "literature",
"domain": "molecular_property_prediction",
"skill_type": "requires-reasoning",
"source": "cross_paper_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "Compare and synthesize findings from these recent papers on formulation optimization:\n\n- **Artificial Intelligence-Based Optimization of Pulmonary Drug Delivery Performance in Smart Inhaler D** (pubmed): Advancements in pulmonary drug delivery have enabled effective treatment... | {
"pillar": "literature",
"domain": "formulation_optimization",
"skill_type": "requires-reasoning",
"source": "cross_paper_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "Compare and synthesize findings from these recent papers on admet screening:\n\n- **Bioinformatic Identification and Experimental Validation of a Prognostic Transcriptional Signature D** (pubmed): Breast cancer (BRCA) possesses prominent molecular heterogeneity, where aberrant ... | {
"pillar": "literature",
"domain": "admet_screening",
"skill_type": "requires-reasoning",
"source": "cross_paper_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "Compare and synthesize findings from these recent papers on generative chemistry:\n\n- **Artificial Intelligence Meets Micro/Nanorobotics.** (pubmed): Microrobots and nanorobots are a developing technology, which evolved from simple \"motoric\" motion-capable micro/nanomachines... | {
"pillar": "literature",
"domain": "generative_chemistry",
"skill_type": "requires-reasoning",
"source": "cross_paper_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "Compare and synthesize findings from these recent papers on process chemistry:\n\n- **Breathing life into data: A critical review of artificial intelligence and computational modelling i** (pubmed): The escalating global burden of chronic obstructive pulmonary disease (COPD) ha... | {
"pillar": "literature",
"domain": "process_chemistry",
"skill_type": "requires-reasoning",
"source": "cross_paper_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "Critically evaluate the methodology described in this paper. What are the strengths, weaknesses, and potential improvements?\n\nTitle: Artificial Intelligence Meets Micro/Nanorobotics.\nAbstract: Microrobots and nanorobots are a developing technology, which evolved from simple ... | {
"pillar": "literature",
"domain": "methodology_analysis",
"skill_type": "requires-reasoning",
"source": "pubmed_42657672",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "I'm designing a machine learning model to predict tablet dissolution profiles. What recent literature should I review, and what approaches are state-of-the-art?"
},
{
"role": "assistant",
"content": "## Dissolution Prediction: Literature Review\n\n### Key Areas to R... | {
"pillar": "literature",
"domain": "research_methodology",
"skill_type": "requires-reasoning",
"source": "literature_synthesis",
"difficulty": "expert"
} |
[
{
"role": "user",
"content": "What are the latest advances in AI-driven excipient selection for pharmaceutical formulations?"
},
{
"role": "assistant",
"content": "## AI-Driven Excipient Selection: State of the Art\n\n### Recent Advances (2024-2025):\n\n**1. FormulationAI Platform (ZJU):**\n- Fi... | {
"pillar": "literature",
"domain": "research_methodology",
"skill_type": "requires-reasoning",
"source": "literature_synthesis",
"difficulty": "expert"
} |
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