{"id":"W4407816052","doi":"10.1101/2025.02.16.638531","title":"Chemical diversity promotes ecosystem function","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Diversity (politics); Ecosystem; Function (biology); Ecology; Environmental resource management; Geography; Environmental science; Biology; Political science; Evolutionary 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":[0.000499867,0.0002837662,0.0002671833,0.0007096292,0.0004500905,0.001147669,0.0001974558,0.0004716176,0.004020322],"category_scores_gemma":[0.0009492551,0.0001525048,0.0002519308,0.0006372681,0.0006205087,0.0008015484,0.001000712,0.0003974985,0.0003729081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000551835,"about_ca_system_score_gemma":0.0003356567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523808,"about_ca_topic_score_gemma":0.002480393,"domain_scores_codex":[0.9996996,0.00007437209,0.00001509228,0.0001067055,0.00005281804,0.00005138033],"domain_scores_gemma":[0.9988446,0.0002666625,0.000406881,0.0001327716,0.0001327501,0.0002163219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005107664,0.0003189254,0.6072549,0.0007571969,0.0008407409,0.0003460223,0.0003446743,0.004821042,0.3140069,0.008691396,0.001712854,0.0603946],"study_design_scores_gemma":[0.00002193622,0.0002808281,0.956363,0.00005561257,0.0001381335,0.0002925842,0.000353311,0.003445922,0.02312707,0.009965895,0.005925806,0.00002990881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866003,0.001915971,0.001979126,0.0007193828,0.00002786365,0.000011116,0.0005350102,0.00008826217,0.008122842],"genre_scores_gemma":[0.9980799,0.0003833137,0.0006825849,0.0001765332,0.00002107528,0.000004406254,0.0001104801,0.000008872284,0.00053275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004020322,"threshold_uncertainty_score":0.01344937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008861148995324239,"score_gpt":0.1917171072749221,"score_spread":0.1828559582795979,"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."}}