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[ { "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