{"id":"W4328049650","doi":"10.1111/gcb.16689","title":"Addressing chemical pollution in biodiversity research","year":2023,"lang":"en","type":"review","venue":"Global Change Biology","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ministry of the Environment, Conservation and Parks","funders":"Norges Forskningsråd; Department of Forestry and Natural Resources, Purdue University; Vetenskapsrådet; Fonds National de la Recherche Luxembourg; Stiftelsen för Miljöstrategisk Forskning; Svenska Forskningsrådet Formas; European Commission","keywords":"Biodiversity; Pollution; Climate change; Environmental resource management; Ecosystem; Environmental planning; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005435863,0.0002410168,0.0005950087,0.00007278169,0.00008706886,0.0000153236,0.0004234449,0.0004922427,0.0005595735],"category_scores_gemma":[0.00008034513,0.0001934885,0.0001393833,0.000893935,0.000712494,0.00007890734,0.001312508,0.0004688966,0.009247582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301147,"about_ca_system_score_gemma":0.00001524692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586204,"about_ca_topic_score_gemma":0.00007249321,"domain_scores_codex":[0.9978204,0.0003796376,0.0002540838,0.0005632881,0.0002134154,0.0007692053],"domain_scores_gemma":[0.9994727,0.00006620777,0.00007081479,0.0001882821,0.000001972626,0.0001999942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007259078,0.000104418,0.004433113,0.0007488595,0.000017463,0.00007323176,0.00002257205,3.359095e-8,0.00002057859,0.00004702499,0.004787785,0.9897377],"study_design_scores_gemma":[0.0001365082,0.00004042883,0.001457016,0.001187205,0.00004123947,0.00002208607,0.00001194006,0.00000463548,0.000004160231,0.000320635,0.9965204,0.0002537186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009213113,0.9948142,0.000001239086,0.0004002182,0.0002955798,0.0006655274,0.0006234698,0.00006408551,0.002214324],"genre_scores_gemma":[0.001703949,0.9975823,0.00002461084,0.0002792947,0.0001417464,0.0000165326,0.0002032038,0.000008529072,0.00003982615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9917327,"threshold_uncertainty_score":0.9915239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6846530746099597,"score_gpt":0.5254780319722374,"score_spread":0.1591750426377223,"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."}}