{"id":"W4412177579","doi":"10.1038/s41746-025-01856-z","title":"Leveraging retinal vascular features in non-invasive, early diagnosis of preeclampsia","year":2025,"lang":"en","type":"editorial","venue":"npj Digital Medicine","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Retinal; Preeclampsia; Ophthalmology; Medicine; Computer science; Biology; Pregnancy","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":[0.00354652,0.001670056,0.002677065,0.003207292,0.001250078,0.00344913,0.002100245,0.008358667,0.004861997],"category_scores_gemma":[0.01834433,0.0007190367,0.001490103,0.001108767,0.001556492,0.00286925,0.0009564292,0.01247617,0.003062909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001648764,"about_ca_system_score_gemma":0.001529207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128284,"about_ca_topic_score_gemma":0.002988258,"domain_scores_codex":[0.9980047,0.000508158,0.0004623131,0.0002041622,0.0007171749,0.0001034378],"domain_scores_gemma":[0.9863654,0.00856942,0.000534762,0.0002342723,0.0033204,0.0009756769],"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":[0.0001156956,0.0000272448,0.000192888,0.001296376,0.00006128923,0.0007465869,0.00005345038,0.00003069836,0.000123844,0.0005547163,0.965868,0.03092922],"study_design_scores_gemma":[0.0001731772,0.0001058905,0.002218447,0.003497571,0.0003465872,0.003040549,0.0001438476,0.0002451183,0.0002079975,0.001405042,0.9885662,0.00004949507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001637803,0.04306642,0.0001853866,0.04131586,0.9130651,0.00003796208,0.00005641561,0.00005529116,0.002053828],"genre_scores_gemma":[0.000793274,0.02304303,0.0001068003,0.01327287,0.960844,0.00001677179,0.00002224007,0.00001357288,0.001887454],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.008358667,"threshold_uncertainty_score":0.01875603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007991421159916,"score_gpt":0.2635316363014295,"score_spread":0.2534517220898303,"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."}}