{"id":"W4387949437","doi":"10.1289/ehp12196","title":"Fine Particulate Matter Metal Composition, Oxidative Potential, and Adverse Birth Outcomes in Los Angeles","year":2023,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"California Air Resources Board","keywords":"Interquartile range; Odds ratio; Medicine; Confidence interval; Particulates; Environmental health; Environmental chemistry; Physiology; Chemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004279742,0.0002226223,0.0003271298,0.0001035902,0.0003311639,0.00001390216,0.00009927414,0.00006457001,0.003032511],"category_scores_gemma":[0.00001051984,0.0002053277,0.00005633585,0.0002189857,0.0004692038,0.0003808016,0.0002062745,0.0002115578,0.001171753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784713,"about_ca_system_score_gemma":0.00001381847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005889753,"about_ca_topic_score_gemma":0.0005798903,"domain_scores_codex":[0.9979228,0.0002664149,0.0003746518,0.0004976771,0.000327205,0.0006112774],"domain_scores_gemma":[0.9992965,0.00006991266,0.0001289857,0.0001918318,0.000001279217,0.0003114153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027557,0.0007806429,0.9715886,0.00008177474,0.00003311902,0.00004803125,0.01597608,0.001110468,0.001703191,0.000128814,0.007042523,0.001403999],"study_design_scores_gemma":[0.0007117196,0.0001857551,0.9895015,0.00002196476,0.000006145036,0.00001093941,0.007641887,0.0005028035,0.0001620053,0.0003564518,0.0006937631,0.000205001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901573,0.0002400997,0.00005157466,0.008419123,0.00005370284,0.0005441125,0.0002216782,0.00006234106,0.0002500478],"genre_scores_gemma":[0.9968998,0.0002376514,0.0004978291,0.001667626,0.00002447123,0.00004007429,0.00004743175,0.000023043,0.0005620501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01791296,"threshold_uncertainty_score":0.999606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200257514679814,"score_gpt":0.3052748187628979,"score_spread":0.2852490672949164,"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."}}