{"id":"W4407007515","doi":"10.22541/au.173833391.16402773/v1","title":"Global Change Asymmetrically Rewires Ecosystems","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Fisheries and Oceans Canada; University of Guelph","funders":"","keywords":"Ecosystem; Business; Environmental science; Economics; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001560322,0.0003671586,0.0004050157,0.001799859,0.0005895759,0.00255749,0.00050354,0.0009478241,0.002656288],"category_scores_gemma":[0.004778802,0.0001981844,0.0004727875,0.001536818,0.004091581,0.004473274,0.0021509,0.0008531027,0.0003016496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009123769,"about_ca_system_score_gemma":0.0006915306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311255,"about_ca_topic_score_gemma":0.002664718,"domain_scores_codex":[0.9989837,0.0003869318,0.0000687826,0.0002571031,0.0002114017,0.00009205876],"domain_scores_gemma":[0.996974,0.001296033,0.0007016276,0.0006506513,0.0002536536,0.0001239776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001482912,0.00006161557,0.05611097,0.004562221,0.0009834622,0.00139999,0.007284863,0.01485308,0.01264952,0.4665591,0.009133959,0.4262529],"study_design_scores_gemma":[0.00001790665,0.0001141303,0.08273403,0.001900253,0.0004576355,0.001062337,0.006567479,0.004448941,0.004243703,0.7059157,0.1924473,0.00009060626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6380129,0.07824132,0.09330798,0.02998372,0.001087458,0.0001284478,0.001977579,0.0006346893,0.1566258],"genre_scores_gemma":[0.9717058,0.02003649,0.004556849,0.001815021,0.0001643226,0.00002284475,0.0002025712,0.0000491725,0.001446903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002656288,"threshold_uncertainty_score":0.008886158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600124825192271,"score_gpt":0.256994812089865,"score_spread":0.2409935638379423,"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."}}