messages listlengths 3 3 | source stringlengths 0 122 | method stringlengths 0 172 |
|---|---|---|
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:23721268 | Logistic Regression |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:26664131 | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:arxiv:2211.16116v1 | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:gbif:d1afa46f-b17d-3a0b-95bb-2ecfd9d0b462 | DeepSDM with Transformer-based Habitat Distribution Model |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:arxiv:2310.17186v1 | Network Analysis |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:biorxiv:10.1101/2025.08.29.673018 | TimeSeriesAnalysis-DynamicInteractions |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:22471208 | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:biorxiv:10.1101/2024.06.29.601333 | Nonlinear Evolutionary Models (NEM) |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | PubMed | MaxEnt |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:25740225 | ANOVA with post-hoc tests |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:21535340 | Multiple Regression |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:24026826 | Geometric Morphometrics (GMM) |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:27851757 | Linear Regression |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | Tropical Ecology | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | PubMed | Bayesian SSD (Species Sensitivity Distribution) |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | PubMed | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | PubMed | Database Migration Methodology (DMM) |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:biorxiv:10.1101/2020.01.01.891705 | Phylogenetic Clustering for LFTs |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:gbif:6777f6f9-a5e4-386f-b44d-5fe4e0e83e98 | Maxent |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | Web Ecology | Poisson Regression with Offset |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:31542562 | Comparative Morphometric Analysis with Statistical Inference |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:27008788 | Dynamic Occupancy Model with Neighbor Effects |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:biorxiv:10.1101/2023.06.30.547307 | Target Enrichment Sequencing using UCEs |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:arxiv:1906.09904v1 | Idealized Numerical Simulations with KPP Parameterization |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | pubmed:32421556 | |
[
{
"role": "system",
"content": "You are an expert ecological modeler and scientific Python/R programmer.\nGiven a paper's title and abstract, generate a Chain-of-Thought trace for fine-tuning an AI model on ecological reasoning.\n\nOutput ONLY a JSON object with these exact keys:\n{\n \"paper_pmid\": \"the... | PubMed |
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