{"id":"W1938812264","doi":"10.1111/oik.02792","title":"Integrating modelling of biodiversity composition and ecosystem function","year":2015,"lang":"en","type":"article","venue":"Oikos","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Australian Research Council","keywords":"Function (biology); Biodiversity; Computer science; Ecosystem services; Ecosystem; Composition (language); Environmental resource management; Functional ecology; Ecology; Data science; Environmental science; 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":[0.002667103,0.0008816884,0.001009037,0.001449419,0.0007049419,0.003251765,0.002503047,0.001893374,0.002927449],"category_scores_gemma":[0.007567694,0.0006366971,0.00172993,0.001749984,0.001606693,0.005941317,0.003047974,0.002091226,0.0005313678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002919674,"about_ca_system_score_gemma":0.003423477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04888312,"about_ca_topic_score_gemma":0.03274256,"domain_scores_codex":[0.9989096,0.0006218222,0.00006139002,0.0001587081,0.0001654596,0.00008308525],"domain_scores_gemma":[0.9971555,0.001665836,0.0003612851,0.0002952617,0.0003181981,0.0002038347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002649504,0.00004429978,0.009304158,0.0001623343,0.000159307,0.00007543425,0.000265965,0.9023454,0.0006140883,0.07151163,0.0009302241,0.01456076],"study_design_scores_gemma":[0.00001398832,0.0000271575,0.002969231,0.00010312,0.00005737751,0.00006355231,0.0001714666,0.877776,0.0002357394,0.1098928,0.00864213,0.00004749673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1460906,0.006199474,0.7987769,0.007572243,0.0004644138,0.0001937773,0.001564807,0.0006929589,0.03844493],"genre_scores_gemma":[0.8518006,0.007016807,0.1335917,0.0008941046,0.000206999,0.0003409233,0.0008033611,0.0002311482,0.005114377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04888312,"threshold_uncertainty_score":0.09719718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06153804506440504,"score_gpt":0.2175767853426847,"score_spread":0.1560387402782797,"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."}}