{"id":"W3206605435","doi":"10.1098/rspb.2021.0783","title":"Grand challenges in biodiversity–ecosystem functioning research in the era of science–policy platforms require explicit consideration of feedbacks","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; McGill University; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Liber Ero Foundation; Natural Environment Research Council; Sight Research UK; Division of Environmental Biology; Agence Nationale de la Recherche; National Science Foundation","keywords":"Biodiversity; Ecosystem services; Sustainability; Environmental resource management; Ecosystem; Environmental planning; Diversity (politics); Business; Political science; Geography; Ecology; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005188563,0.00008659316,0.0002076575,0.00004242296,0.0005515878,0.00005309003,0.0008542829,0.00009540501,0.00005422685],"category_scores_gemma":[0.0002086246,0.00004004534,0.00009561011,0.002075792,0.001102272,0.0003947473,0.0005575331,0.0001997878,0.000003584144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009615683,"about_ca_system_score_gemma":0.00006700792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009218808,"about_ca_topic_score_gemma":0.0003969157,"domain_scores_codex":[0.998196,0.00003603059,0.0003251215,0.0003511468,0.0007567001,0.0003349802],"domain_scores_gemma":[0.9993924,0.0001975683,0.0001972985,0.0000884862,0.00009015266,0.00003409684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002384643,0.0001642206,0.9659271,0.0001709669,0.000007280701,4.720414e-7,0.01068915,0.0003933577,0.01745147,0.003954309,0.0001153663,0.001102451],"study_design_scores_gemma":[0.0008337251,0.0006913337,0.7662346,0.0006438114,0.00001079457,0.00001287503,0.1371829,0.006685053,0.06883954,0.01834336,0.0002252206,0.0002967993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929185,0.0002371695,4.976702e-7,0.002225194,0.00004706786,0.0001933942,0.000004646877,0.000004639395,0.004368901],"genre_scores_gemma":[0.9994782,0.0003319328,0.00009457376,0.0000595587,0.0000213033,0.000008758691,3.206035e-7,9.893702e-7,0.000004325138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1996925,"threshold_uncertainty_score":0.4242424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077811523057739,"score_gpt":0.2951455751876173,"score_spread":0.1873644228818434,"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."}}