{"id":"W4413834896","doi":"10.24908/iqurcp19106","title":"Assessing the Influence of Climate and Land-Use Change on Jefferson Salamanders in Ontario's Greenbelt","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Climate change; Land use, land-use change and forestry; Land use; Geography; Physical geography; Forestry; Environmental science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000221477,0.0001404482,0.0001365833,0.0006430246,0.0008292043,0.0006582299,0.0004686318,0.0002030644,0.001055848],"category_scores_gemma":[0.0008289317,0.0001184475,0.0002777551,0.001041135,0.0005404837,0.0002370869,0.0005430875,0.0001852413,0.0001479197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01109708,"about_ca_system_score_gemma":0.006181253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9747433,"about_ca_topic_score_gemma":0.9946409,"domain_scores_codex":[0.9997398,0.00001968555,0.00001165436,0.0000405128,0.0001024913,0.00008574639],"domain_scores_gemma":[0.9993539,0.00004770959,0.0001638008,0.0000258538,0.00025795,0.0001507821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003994806,0.00001076845,0.9941041,0.00001825117,0.00003311236,0.0001546441,0.001060123,0.0003235826,0.0005940169,0.00006893131,0.000604939,0.002987531],"study_design_scores_gemma":[0.000001571653,0.000008114999,0.99708,0.000006169417,0.000008516547,0.00002132182,0.00137854,0.0002506618,0.00005258613,0.00001042479,0.001179138,0.000003007442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966069,0.00009086617,0.00006459176,0.00009612467,0.000003714897,0.0000121439,0.001347445,0.000003765874,0.00177441],"genre_scores_gemma":[0.9972976,0.0001376126,0.0001588908,0.00004252827,0.000002974834,0.00001119212,0.001252598,0.000003144137,0.001093391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02525669,"threshold_uncertainty_score":0.08051527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490913664816257,"score_gpt":0.379358321447845,"score_spread":0.2302669549662193,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}