{"id":"W4383187456","doi":"10.1192/bjo.2023.507","title":"Air quality and mental health: evidence, challenges and future directions","year":2023,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Economic and Social Research Council; Medical Research Council; Oxford Health NHS Foundation Trust; National Centre for Earth Observation; Université Laval; Institute of Psychiatry, Psychology and Neuroscience, King’s College London; University of Surrey; University of Reading; Natural Environment Research Council; University of Oxford; Wellcome Trust; University College London; Queen Mary University of London; National Institute for Health and Care Research; Barts Charity; University of Bristol; Cranfield University; Sight Research UK; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; King's College London; Engineering and Physical Sciences Research Council; UK Research and Innovation; University of Leicester; University of Chicago","keywords":"Mental health; Psychological intervention; Environmental health; Exposome; Air quality index; Indoor bioaerosol; Indoor air quality; Air pollution; Environmental planning; Psychology; Medicine; Geography; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02327918,0.0009546975,0.003812822,0.004432574,0.001387091,0.006336612,0.002138183,0.004384667,0.009001315],"category_scores_gemma":[0.06547322,0.0008165897,0.00307679,0.00517552,0.003540624,0.006872537,0.004017173,0.005317857,0.0009286418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006044445,"about_ca_system_score_gemma":0.01821923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01757979,"about_ca_topic_score_gemma":0.02545034,"domain_scores_codex":[0.9891071,0.00543139,0.00239461,0.0009062841,0.001604728,0.0005558336],"domain_scores_gemma":[0.8716225,0.1080099,0.00770134,0.001395167,0.009942689,0.001328436],"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":[0.0004971781,0.0001339364,0.007358335,0.3122659,0.003659334,0.0003336795,0.001670611,0.0006983138,0.0002005108,0.0318264,0.04261857,0.5987373],"study_design_scores_gemma":[0.0001242043,0.0002719382,0.01251119,0.7448422,0.004082106,0.0005145872,0.005362039,0.0004889106,0.0001696639,0.04472649,0.1867954,0.0001112206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003601756,0.9690586,0.0001820502,0.0286839,0.0009540464,0.00002370596,0.0001195293,0.000005827123,0.0006122707],"genre_scores_gemma":[0.009633546,0.9808312,0.0006605565,0.007039562,0.001521735,0.00008948889,0.0001082505,0.000004481538,0.0001111319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02327918,"threshold_uncertainty_score":0.1231135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2806084848254277,"score_gpt":0.4632217563835542,"score_spread":0.1826132715581265,"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."}}