{"id":"W4386810466","doi":"10.1186/s12967-023-04472-1","title":"Identification of novel first-trimester serum biomarkers for early prediction of preeclampsia","year":2023,"lang":"en","type":"article","venue":"Journal of Translational Medicine","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Key Research and Development Program of China; Natural Science Foundation of Shandong Province; National Natural Science Foundation of China; Shandong University","keywords":"Medicine; Placental growth factor; Preeclampsia; Antibody; Pregnancy; Area under the curve; Immune system; Biomarker; Internal medicine; Immunology; Gastroenterology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100932,0.0001130672,0.0004550927,0.0004318134,0.00005119479,0.000002140187,0.00009669935,0.00009070867,0.00002399155],"category_scores_gemma":[0.0003124341,0.00008528561,0.0002048333,0.0004349097,0.0001694662,0.0001690978,0.000007025351,0.0001174452,7.959894e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000184461,"about_ca_system_score_gemma":0.0001104197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005843665,"about_ca_topic_score_gemma":0.000002940338,"domain_scores_codex":[0.9979774,0.00002360225,0.001159284,0.0001154178,0.0005963371,0.0001280044],"domain_scores_gemma":[0.9980453,0.0004669538,0.0006879893,0.0001367065,0.0005931449,0.00006985203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007647305,0.0009484212,0.6130604,0.005177276,0.00414863,0.0000166803,0.01401754,0.001118365,0.3271328,0.001918818,0.01225418,0.01255962],"study_design_scores_gemma":[0.0077399,0.001285187,0.9759515,0.002053294,0.0006777097,0.00006602691,0.0002191037,0.001836301,0.007856111,0.001190353,0.001060393,0.00006411656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280486,0.003670004,0.04261132,0.02228912,0.001241537,0.001111284,0.0003800634,0.00003832317,0.0006098109],"genre_scores_gemma":[0.9977581,0.0002863213,0.001350243,0.00003549644,0.0003402042,0.00001082252,0.00003644681,0.00001436417,0.0001680282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3628911,"threshold_uncertainty_score":0.3477846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05507077923900606,"score_gpt":0.3114804353465402,"score_spread":0.2564096561075341,"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."}}