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 |
[
{
"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:24586362 | GLM (Generalized Linear 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:24845950 | RAC (Residuals Autocovariate) |
[
{
"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:11475047 | Phylogenetic Analysis with Selection 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:29415707 | 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:25611188 | Population Viability Analysis with MaxEnt Integration (PVA-ME) |
[
{
"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:29515196 | NMDS/Permutation 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:19341151 | Multistate Occupancy 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:31705670 | |
[
{
"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:32968475 | |
[
{
"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:16979203 | OPT |
[
{
"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:27755744 | Generalized Linear Model (GLM) |
[
{
"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:31473863 | Geometric Mid-Domain 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:33593187 | |
[
{
"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:32424717 | NMDS (Nonmetric Multidimensional Scaling) |
[
{
"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:15807404 | Autoradiography with statistical 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:28406905 | Phylogenetic Diversity Analysis with 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... | pubmed:27147229 | |
[
{
"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:22250128 | |
[
{
"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:31648435 | Species Distribution Modeling (SDM) |
[
{
"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:27782362 | |
[
{
"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:17089652 | 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:30059494 | 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:33638597 | Diffusion Simulation 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:33391665 | |
[
{
"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:29904695 | 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:34314030 | |
[
{
"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:34418236 | |
[
{
"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:32036445 | |
[
{
"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:34421769 | ResourceModeling |
[
{
"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:24858562 | Generalized Additive Model (GAM) |
[
{
"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:16647647 | |
[
{
"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:16903056 | |
[
{
"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:23691647 | SCR with ecological distance |
[
{
"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:26109495 | |
[
{
"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:29052768 | |
[
{
"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:31380025 | |
[
{
"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:26778496 | |
[
{
"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:25543774 | |
[
{
"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:29169103 | Multilevel Ordered Logit 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:16439233 | Occupancy 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:32485455 | Ensemble Species Distribution Models (SDMs) |
[
{
"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:28410432 | Variance Partitioning & 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:15186160 | 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:33144967 | Agent-Based Model (ABM) |
[
{
"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:28809656 | |
[
{
"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:24368429 | 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:27008774 | |
[
{
"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:30782112 | |
[
{
"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:26072249 | 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:33478732 | |
[
{
"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:32628687 | Hypervolume 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:26197473 | Generalized Dissimilarity Models (GDM) |
[
{
"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:28156041 | Dynamic 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:29996456 | 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:26517295 | 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:25874407 | Species Distribution Models with Phylogenetic 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:21887231 | |
[
{
"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:32767849 | |
[
{
"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:21385297 | |
[
{
"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:18173486 | Occupancy with niche ecological models |
[
{
"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:27174359 | Principal Component Analysis (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:21560681 | Structural Equation Model (SEM) |
[
{
"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:21636516 | |
[
{
"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:32422935 | |
[
{
"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:28763391 | Generalized Additive Models (GAM) |
[
{
"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:28652575 | |
[
{
"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:24386325 | |
[
{
"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:22552666 | |
[
{
"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:28074093 | |
[
{
"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:31715964 | |
[
{
"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:32842465 | 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:21514393 | Approximate Bayesian Computation (ABC) |
[
{
"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:27184576 | Bayesian Analysis with MCMC (Markov Chain Monte Carlo) |
[
{
"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:26283344 | |
[
{
"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:31940414 | OLS 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:22894240 | Kernel Density Estimation (KDE) |
[
{
"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:33868598 | Deep Learning (Neural Networks) |
[
{
"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:24810878 | Bayesian Phylogenetic Analysis, Mantel Test |
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