{"id":"W4400552112","doi":"10.1038/s41467-024-49729-5","title":"Air pollution disproportionately impairs beneficial invertebrates: a meta-analysis","year":2024,"lang":"en","type":"review","venue":"Nature Communications","topic":"Plant responses to elevated CO2","field":"Agricultural and Biological Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Environment Research Council; Leverhulme Trust; Suomen Kulttuurirahasto; University of Reading; Research Councils UK; Sight Research UK","keywords":"Invertebrate; Environmental science; Pollution; Particulates; Pollutant; Air pollution; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005528609,0.001935601,0.006241049,0.00369971,0.0003734724,0.002131165,0.001420022,0.001112916,0.003841914],"category_scores_gemma":[0.009221918,0.0006663342,0.01816133,0.005030638,0.0003249593,0.0007205602,0.001213741,0.00106085,0.000487465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008337978,"about_ca_system_score_gemma":0.002132022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004636799,"about_ca_topic_score_gemma":0.009761667,"domain_scores_codex":[0.9975232,0.001118701,0.0004933792,0.0004612093,0.0002834533,0.0001199217],"domain_scores_gemma":[0.9947725,0.003705097,0.0006117995,0.000287182,0.0004668827,0.000156548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00239208,0.00005618349,0.01883224,0.2249558,0.6870773,0.0004627354,0.0001269648,0.00141822,0.00204167,0.0004416182,0.004182103,0.0580131],"study_design_scores_gemma":[0.0002872301,0.0002579192,0.02184363,0.01336599,0.9493388,0.0003104135,0.0000639088,0.0003524581,0.0004194946,0.0006007709,0.01310992,0.00004955889],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005931829,0.9906033,0.0008068717,0.0003217056,0.0001387719,0.00006199993,0.001654511,0.0000450989,0.0004359277],"genre_scores_gemma":[0.185414,0.8060757,0.002741131,0.0009578069,0.0002140946,0.0002196756,0.003628141,0.00008679275,0.0006627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006241049,"threshold_uncertainty_score":0.02923846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102335344307467,"score_gpt":0.3495714919868053,"score_spread":0.2393379575560586,"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."}}