{"id":"W4411885214","doi":"10.3899/jrheum.2025-0314.tour3c","title":"Placental Abnormalities in Systemic Lupus Erythematosus: Novel Markers of Adverse Pregnancy Outcomes","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Pregnancy; Chorioamnionitis; Preeclampsia; Obstetrics; Prospective cohort study; Etiology; Gestation; Gestational age; Placenta; Fetus; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001160064,0.0007713057,0.0004055017,0.001809859,0.0002872008,0.001338135,0.0006662533,0.0007781501,0.001808614],"category_scores_gemma":[0.004026744,0.0003126963,0.0003071639,0.002276041,0.0004115771,0.0007083312,0.0007162426,0.0010163,0.0003524884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741916,"about_ca_system_score_gemma":0.0003208466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000899476,"about_ca_topic_score_gemma":0.0007313399,"domain_scores_codex":[0.9990492,0.0002974781,0.000120278,0.0002217206,0.0002075443,0.0001036361],"domain_scores_gemma":[0.9958634,0.0006959918,0.00285155,0.0001155929,0.0002018337,0.0002716155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000288943,0.00003804441,0.9875465,0.00007060374,0.00006986115,0.0004188836,0.00005616168,0.0001836105,0.0006959251,0.00009276042,0.0002627895,0.01027597],"study_design_scores_gemma":[0.00003450719,0.0003107843,0.9904923,0.00009933924,0.0001389126,0.004300313,0.0001734094,0.001610693,0.0006969903,0.0004806924,0.001645155,0.0000168608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967636,0.02273894,0.001748182,0.001060367,0.00009351051,0.0000422261,0.001914512,0.00006226518,0.004703908],"genre_scores_gemma":[0.9946738,0.002866803,0.001208393,0.00009027633,0.0002867996,0.00002259464,0.0004517964,0.000006107898,0.000393351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001809859,"threshold_uncertainty_score":0.006135106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628307720422591,"score_gpt":0.2899418935203787,"score_spread":0.2736588163161528,"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."}}