{"id":"W4407798216","doi":"10.1111/1471-0528.18083","title":"Standardised Methods for Developing Conceptual Frameworks for Placental Disorders of Pregnancy: Pre‐Eclampsia and Stillbirth","year":2025,"lang":"en","type":"article","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Medical Research Council; National Institute for Health and Care Research; UK Research and Innovation; Wellcome Trust","keywords":"Medicine; Pregnancy; Cochrane Library; Eclampsia; Systematic review; MEDLINE; Meta-analysis; Obstetrics; Bioinformatics; Biology; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4257212,0.006851882,0.0152541,0.0708473,0.00342033,0.01171962,0.01303945,0.006755764,0.01970325],"category_scores_gemma":[0.5865352,0.004920131,0.02818142,0.04779839,0.009300104,0.01090239,0.02009775,0.009130122,0.003003385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01305204,"about_ca_system_score_gemma":0.04269161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006574366,"about_ca_topic_score_gemma":0.01225973,"domain_scores_codex":[0.5288675,0.3013957,0.1349477,0.01061772,0.02218623,0.001985041],"domain_scores_gemma":[0.371245,0.5057274,0.04141975,0.03582004,0.04420408,0.001583686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001326965,0.0002000649,0.003972492,0.6243681,0.01033858,0.000620146,0.02097933,0.003665415,0.001346485,0.1051017,0.03413979,0.1939409],"study_design_scores_gemma":[0.004164293,0.001096322,0.00966119,0.3432399,0.02140565,0.0008215755,0.01295652,0.007939019,0.002291042,0.2132735,0.3821629,0.0009879495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005312492,0.07488015,0.4791827,0.01112879,0.004021385,0.37607,0.03764172,0.001520166,0.01024258],"genre_scores_gemma":[0.01173522,0.009809764,0.5866677,0.001316304,0.0002212247,0.3853075,0.004391464,0.0001146919,0.0004362561],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4257212,"threshold_uncertainty_score":0.7081881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627432893332687,"score_gpt":0.3864015865849156,"score_spread":0.3601272576515887,"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."}}