messages listlengths 3 3 | source stringlengths 15 48 | method stringlengths 0 116 |
|---|---|---|
[
{
"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:31346430 | Ordination (e.g., PCA) |
[
{
"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:25938582 | |
[
{
"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:31555038 | |
[
{
"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:22320218 | Bayesian Mark-Recapture Model with Gibbs Sampling |
[
{
"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:16002092 | 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:25856079 | Logistic Regression with Interaction Terms |
[
{
"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:32489618 | |
[
{
"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:33201891 | BoostedRegressionTrees |
[
{
"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:20678139 | |
[
{
"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:27621443 | ODE modeling |
[
{
"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:23527027 | |
[
{
"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:16762448 | Review |
[
{
"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:26824880 | 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:30584751 | |
[
{
"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:34146605 | Dirichlet-Multinomial Model with Bayesian 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:25722539 | Species Distribution Models (SDMs) with Ensemble Forecasting |
[
{
"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:20978798 | Shannon Diversity Index |
[
{
"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:32507960 | 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:27394625 | Taxonomic Descriptions |
[
{
"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:26255357 | Boosted Regression Trees (BRT) |
[
{
"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:29693828 | Bayesian Hierarchical 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:23586558 | Random Forest and Maxent |
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