{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001583986,0.00009919744,0.0001792201,0.00002690585,0.000493345,0.00004282426,0.0001800878,0.00005698742,0.0003090123],"category_scores_gemma":[0.00003951148,0.00008788111,0.00001488179,0.0001856763,0.0001184988,0.0004815726,0.0004084192,0.000108081,0.0002537431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007201391,"about_ca_system_score_gemma":0.00002477535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001868466,"about_ca_topic_score_gemma":0.0029267,"domain_scores_codex":[0.9987347,0.0002205963,0.0002146117,0.0003382919,0.0001926896,0.0002991097],"domain_scores_gemma":[0.9993131,0.00009732025,0.00007802679,0.0002061623,0.000003167035,0.0003022109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005695615,0.00006108952,0.009913057,0.0001170287,0.000008504611,0.000001091802,0.01026963,9.532512e-7,0.00001878783,0.002075582,0.1287175,0.8487598],"study_design_scores_gemma":[0.0001384171,0.00007129629,0.5189452,0.00002715246,7.976294e-7,0.00000390079,0.001133357,0.0000143711,0.000001505467,0.0008346618,0.4787639,0.00006537455],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1749943,0.01215052,0.000004108965,0.7887424,0.0004873267,0.001623634,0.00003876409,0.0001386711,0.0218203],"genre_scores_gemma":[0.3012485,0.6244897,0.004506438,0.05839598,0.000964014,0.0004077989,0.00005317473,0.00007419765,0.009860179],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8486944,"threshold_uncertainty_score":0.379446,"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."}}