{"id":"W4409954653","doi":"10.1186/s12884-025-07596-y","title":"Association of maternal multi-metal exposure and dyslipidemia: a study of air pollution on pregnancy outcomes","year":2025,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Korea University; Ewha Womans University; Yonsei University; Keimyung University; Kangwon National University; Korea University Guro Hospital","keywords":"Medicine; Reproductive medicine; Dyslipidemia; Pregnancy; Environmental health; Public health; Air pollution; Obstetrics; Internal medicine; Obesity; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009558767,0.0002954401,0.0003544296,0.0005233398,0.0002787175,0.0003714113,0.0002611042,0.0005169671,0.0005206619],"category_scores_gemma":[0.002322685,0.000295386,0.0005096056,0.0008307014,0.0001675445,0.0002327634,0.00039827,0.0005506877,0.0001079292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002128565,"about_ca_system_score_gemma":0.0004444547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004491838,"about_ca_topic_score_gemma":0.003831574,"domain_scores_codex":[0.9992921,0.0003035047,0.00005692057,0.0001553916,0.000122899,0.00006906555],"domain_scores_gemma":[0.9988022,0.0003659438,0.0004387593,0.0001151826,0.0000915917,0.000186369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002475999,0.00006432719,0.9971462,0.00001615172,0.0001660393,0.0001214552,0.00007680673,0.00002613071,0.000471576,0.0000157845,0.00002201644,0.001625943],"study_design_scores_gemma":[0.000005278904,0.0001723161,0.9990387,0.000006412559,0.00008098396,0.0002027651,0.00005547595,0.0002175879,0.0001002515,0.00001783655,0.0001000373,0.000002400965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989069,0.000641112,0.0001351152,0.00004138811,0.000004254653,0.000004339959,0.00007481036,0.000001736438,0.0001903468],"genre_scores_gemma":[0.9991954,0.0003928202,0.0001468163,0.00002165181,0.000007873028,0.000008850297,0.00006847794,0.000001487694,0.000156697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004491838,"threshold_uncertainty_score":0.008931398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113563600582556,"score_gpt":0.2486068213243663,"score_spread":0.2372504612661107,"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."}}