{"id":"W4410267744","doi":"10.1111/1471-0528.18194","title":"Towards the Development of a Conceptual Framework of the Determinants of Pre‐eclampsia: A Hierarchical Systematic Review of Biomarkers","year":2025,"lang":"en","type":"review","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"Canadian Institutes of Health Research; National Institute for Health and Care Research; Government of Canada; UK Research and Innovation","keywords":"Eclampsia; Conceptual framework; Systematic review; Data science; Management science; Computer science; Political science; MEDLINE; Epistemology; Engineering; Biology; Pregnancy; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.1038572,0.003342416,0.01225955,0.0438271,0.001894747,0.008713542,0.006084329,0.004127475,0.003526721],"category_scores_gemma":[0.1760422,0.002483003,0.01279484,0.02927366,0.00374393,0.01462468,0.007688546,0.00418035,0.0006302741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01534805,"about_ca_system_score_gemma":0.05742052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113794,"about_ca_topic_score_gemma":0.02479623,"domain_scores_codex":[0.9240552,0.04244821,0.02211147,0.003561235,0.006736352,0.001087545],"domain_scores_gemma":[0.8229706,0.1314103,0.02142045,0.0046394,0.01801616,0.001543247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002410041,0.00004776209,0.003400508,0.8163284,0.01234229,0.0002173971,0.003292,0.001947731,0.0005108235,0.03009608,0.01147386,0.1201021],"study_design_scores_gemma":[0.0003074318,0.0002492833,0.004648018,0.8736967,0.03284277,0.0003092329,0.002005998,0.001565825,0.0001991746,0.0232292,0.06081367,0.0001325881],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001388659,0.9629923,0.01480057,0.01289301,0.0006804807,0.004577057,0.00139878,0.00008661528,0.001182577],"genre_scores_gemma":[0.04975539,0.7856476,0.1332806,0.01016673,0.0006829994,0.01770506,0.002187183,0.00005232477,0.0005221413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1038572,"threshold_uncertainty_score":0.549256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05206063323659228,"score_gpt":0.3696471078398084,"score_spread":0.3175864746032161,"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."}}