{"id":"W3024401569","doi":"10.1016/j.freeradbiomed.2020.04.028","title":"Ambient particulate matter oxidative potential: Chemical determinants, associated health effects, and strategies for risk management","year":2020,"lang":"en","type":"review","venue":"Free Radical Biology and Medicine","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":203,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Environmental chemistry; Particulates; Ascorbic acid; Chemistry; Population; Pollutant; Dithiothreitol; Oxidizing agent; Environmental health; Medicine; Biochemistry","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":[0.0008192695,0.000327338,0.001474621,0.00005120769,0.0002067836,0.00000984654,0.0001791252,0.0003597542,0.0001152322],"category_scores_gemma":[0.0002334574,0.0002102957,0.00008370775,0.0001533237,0.001038959,0.00004415208,0.0002486949,0.0004023279,0.00003216433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037622,"about_ca_system_score_gemma":0.00003654811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001721557,"about_ca_topic_score_gemma":0.00002545248,"domain_scores_codex":[0.9976572,0.0005273241,0.000593,0.0005662695,0.0001300979,0.0005260514],"domain_scores_gemma":[0.9984602,0.0004000736,0.0004060879,0.0001935007,0.000003928062,0.0005362252],"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":[0.00003730213,0.00006646376,0.0003242749,0.009055657,0.0001771765,0.00002672682,0.0002202898,1.063027e-7,0.000002447229,0.0003945568,0.05727304,0.932422],"study_design_scores_gemma":[0.00130291,0.001028862,0.001530327,0.002970147,0.0006934446,0.00002612898,0.00005398768,0.00007302753,0.000001558382,0.005420425,0.9866416,0.0002576023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004441531,0.989675,0.00183447,0.005682746,0.0002167477,0.001805768,0.0001664829,0.00003859018,0.0001359703],"genre_scores_gemma":[0.0003030013,0.9929331,0.0007114726,0.00559354,0.0001233722,0.0001203757,0.0001618487,0.00001805569,0.00003524341],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9321644,"threshold_uncertainty_score":0.8575611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229840025607612,"score_gpt":0.3636424639121399,"score_spread":0.3313440636560638,"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."}}