{"id":"W2156480673","doi":"10.1111/ele.12088","title":"Predicting ecosystem stability from community composition and biodiversity","year":2013,"lang":"en","type":"letter","venue":"Ecology Letters","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":375,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biodiversity; Species richness; Ecology; Ecosystem; Biomass (ecology); Monoculture; Global biodiversity; Species diversity; Environmental science; Biology; Geography","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":[0.002082649,0.0002816001,0.0004047972,0.001288692,0.0003610859,0.001092135,0.0007936259,0.001539868,0.001207583],"category_scores_gemma":[0.01717965,0.0002018102,0.0002606162,0.0008200192,0.0006764425,0.001969561,0.0008460177,0.00101793,0.0009987149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777027,"about_ca_system_score_gemma":0.0004103853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004333176,"about_ca_topic_score_gemma":0.005563579,"domain_scores_codex":[0.999448,0.0002707875,0.00002738458,0.00008718153,0.0001260424,0.00004053205],"domain_scores_gemma":[0.994896,0.003505517,0.0006626521,0.0002738661,0.0004427335,0.0002192181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002704673,0.0001138182,0.5569712,0.0002020786,0.0001831308,0.0008353977,0.000339003,0.2239328,0.006460312,0.01594292,0.01516423,0.1795846],"study_design_scores_gemma":[0.00001828802,0.00006221704,0.08273268,0.00005152959,0.00003024003,0.0004977548,0.0001672335,0.8502149,0.00153611,0.06120745,0.003428686,0.00005285884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206617,0.001897277,0.05727014,0.0121387,0.0001901108,0.00003481404,0.0007952213,0.0003849433,0.006627167],"genre_scores_gemma":[0.9898528,0.0006033559,0.007612947,0.0008752209,0.0001219626,0.00003331143,0.0003216066,0.00003187697,0.0005467922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004333176,"threshold_uncertainty_score":0.01289326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283417660380298,"score_gpt":0.1881677351818769,"score_spread":0.175333558578074,"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."}}