{"id":"W7066756966","doi":"","title":"The impact of air pollution on cognitive function","year":2022,"lang":"en","type":"dissertation","venue":"University of Birmingham Institutional Research Archive (University of Birmingham)","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Episodic memory; Recall; Acute exposure; Air pollution; Working memory; Ageing; Effects of sleep deprivation on cognitive performance; Montreal Cognitive Assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001952492,0.0002853129,0.0004889821,0.0007658647,0.0034022,0.00000928401,0.00101177,0.0002433625,0.003196779],"category_scores_gemma":[0.0005191396,0.0003112868,0.000518292,0.001080934,0.003171088,0.0004012829,0.0005760391,0.001236087,0.0001244941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181388,"about_ca_system_score_gemma":0.001639203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0367368,"about_ca_topic_score_gemma":0.01092675,"domain_scores_codex":[0.9956115,0.0008129829,0.0003156474,0.0005889327,0.002033503,0.0006373737],"domain_scores_gemma":[0.9970556,0.001152058,0.0007564033,0.0004166511,0.0002962933,0.0003230117],"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":[0.1390147,0.00904104,0.01680484,0.003398743,0.004641852,0.0007356179,0.1121568,0.08051935,0.02132214,0.1000355,0.1878186,0.3245108],"study_design_scores_gemma":[0.004670661,0.008499543,0.6933618,0.001667161,0.0003884599,0.0000185683,0.1200788,0.004089907,0.0004810723,0.01088733,0.1548056,0.001051208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9087734,0.0002108686,0.002557735,0.0006929342,0.0003046052,0.00136399,0.001872722,0.00004770478,0.08417606],"genre_scores_gemma":[0.9910678,0.0008185599,0.0004080466,0.00002786454,0.0000341021,5.179427e-7,0.0007572136,0.00001871553,0.006867188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6765569,"threshold_uncertainty_score":0.9999339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05036621448291596,"score_gpt":0.3309890900575488,"score_spread":0.2806228755746329,"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."}}