{"id":"W4412663125","doi":"10.1016/j.jri.2025.104613","title":"Peripheral immune cells in the first trimester as early indicators for future preeclampsia-related complications","year":2025,"lang":"en","type":"article","venue":"Journal of Reproductive Immunology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Preeclampsia; First trimester; Immune system; Medicine; Obstetrics; Peripheral; Pregnancy; Immunology; Biology; Internal medicine; Fetus; Genetics","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":[0.0005965141,0.0002989843,0.0003028354,0.000781697,0.0002784368,0.0008284198,0.000253047,0.0005099805,0.001370312],"category_scores_gemma":[0.00290933,0.0001807514,0.0002778833,0.0007086577,0.000215561,0.0003383316,0.0003274425,0.001060115,0.0001453454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002936322,"about_ca_system_score_gemma":0.0005562142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001816206,"about_ca_topic_score_gemma":0.001489061,"domain_scores_codex":[0.9996696,0.0001327207,0.00002442377,0.00004114703,0.00005382782,0.00007827645],"domain_scores_gemma":[0.998744,0.0004703291,0.0003977101,0.00006112982,0.00009559635,0.000231398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001050397,0.0001346148,0.9872112,0.0000490394,0.00004636435,0.0003991041,0.0003020986,0.00005496308,0.001445532,0.0001382564,0.0001167977,0.009051623],"study_design_scores_gemma":[0.00001170974,0.000357971,0.9966592,0.00004052037,0.00007969235,0.0007063668,0.0004346459,0.0001603485,0.0007885995,0.0001818947,0.0005727014,0.000006395401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945619,0.002323643,0.0002367782,0.0001298687,0.00003228099,0.00001704774,0.0001853173,0.000005703914,0.002507508],"genre_scores_gemma":[0.9981471,0.000840149,0.0002106281,0.00004117694,0.00003377143,0.00001504231,0.00009798011,0.000001800974,0.0006122753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001816206,"threshold_uncertainty_score":0.004584134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009708301359647035,"score_gpt":0.2786483113521493,"score_spread":0.2689400099925023,"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."}}