{"id":"W4231541704","doi":"10.32920/ryerson.14638452.v1","title":"The Role of Metal Components in the Cardiovascular Effects of PM2.5","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; Canadian Institutes of Health Research","keywords":"Medicine; Internal medicine; Inflammation; Oxidative stress; Physiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000290374,0.0004782143,0.000220103,0.0004806416,0.0003846503,0.0004777184,0.0003245426,0.0005293417,0.0007786041],"category_scores_gemma":[0.0001980695,0.0002474085,0.0002816992,0.0002471888,0.0002985027,0.0001451026,0.0003992062,0.0002525693,0.0000884741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003726636,"about_ca_system_score_gemma":0.0003623111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005521847,"about_ca_topic_score_gemma":0.005570524,"domain_scores_codex":[0.9998764,0.00002601288,0.000006616582,0.00003131866,0.00002687493,0.00003275316],"domain_scores_gemma":[0.9998829,0.00001501087,0.00004234747,0.000009887442,0.00002035834,0.00002950449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005873183,0.0006659518,0.6317756,0.0007538901,0.0004615213,0.001329451,0.0007517473,0.0006188805,0.3063912,0.000598196,0.0007562433,0.05002418],"study_design_scores_gemma":[0.00003977021,0.0006082986,0.9906055,0.00002262545,0.0001010018,0.000220018,0.0001838114,0.0003143073,0.00692468,0.0002118724,0.0007610247,0.000007149554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973732,0.001806302,0.0001928142,0.0000784041,0.00001128026,0.00001312955,0.00008469537,0.00000530971,0.0004347473],"genre_scores_gemma":[0.9980599,0.0007601449,0.0001810164,0.00008763707,0.00001967869,0.00001581502,0.0001140956,0.000001380066,0.0007604298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005521847,"threshold_uncertainty_score":0.01097941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0321913674440771,"score_gpt":0.2714098150317998,"score_spread":0.2392184475877227,"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."}}