{"id":"W4410943761","doi":"10.1016/s2665-9913(25)00067-0","title":"Autoimmune disease in pregnancy: strengthening research and care","year":2025,"lang":"en","type":"article","venue":"The Lancet Rheumatology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Public Health Ontario","funders":"","keywords":"Pregnancy; Disease; Autoimmune disease; Medicine; Intensive care medicine; Immunology; Biology; Internal medicine; 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":[0.05818147,0.002947655,0.006382128,0.00523789,0.004180828,0.01470732,0.006132553,0.02928797,0.01585846],"category_scores_gemma":[0.1247003,0.001683982,0.002841059,0.00338519,0.01006198,0.01843787,0.01875395,0.03186442,0.004443815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01150385,"about_ca_system_score_gemma":0.05357623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01505827,"about_ca_topic_score_gemma":0.01659349,"domain_scores_codex":[0.9650222,0.01726087,0.004391522,0.002455957,0.006381771,0.004487594],"domain_scores_gemma":[0.7948601,0.09842351,0.01516844,0.009065811,0.03537036,0.04711191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004909894,0.0004815637,0.006273699,0.01110543,0.0006844025,0.0006720832,0.001348156,0.0007986842,0.0007346623,0.02385114,0.6572158,0.2963434],"study_design_scores_gemma":[0.001411418,0.0006715496,0.01250501,0.04595774,0.000970477,0.001376767,0.006309621,0.00106905,0.0004108298,0.08495284,0.8439412,0.0004235972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006411696,0.2460124,0.0009915285,0.7227458,0.02570484,0.00004036251,0.0001401433,0.0001470113,0.003576752],"genre_scores_gemma":[0.04626567,0.5133236,0.008237383,0.2932472,0.1351079,0.0003044731,0.0005568825,0.0001106876,0.00284616],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05818147,"threshold_uncertainty_score":0.3076967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845163350667324,"score_gpt":0.3087360608032034,"score_spread":0.2802844272965302,"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."}}