{"id":"W2958239426","doi":"10.1002/uog.20168","title":"Artificial intelligence and amniotic fluid multiomics: prediction of perinatal outcome in asymptomatic women with short cervix","year":2018,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Amniotic fluid; Asymptomatic; Amniocentesis; Receiver operating characteristic; Obstetrics; Pregnancy; Internal medicine; Fetus; Prenatal diagnosis","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":[0.0002372723,0.0001313183,0.0003541014,0.0003747571,0.00004154989,0.00001612326,0.00006059634,0.000152168,0.00007539126],"category_scores_gemma":[0.005479712,0.0001177762,0.00001520607,0.0004233861,0.0003469893,0.00008895418,0.00003450083,0.0001781559,0.000002760696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499672,"about_ca_system_score_gemma":0.00005153225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004498677,"about_ca_topic_score_gemma":0.0001470326,"domain_scores_codex":[0.9987968,0.00004084583,0.0004719087,0.0002665168,0.000124263,0.0002997286],"domain_scores_gemma":[0.9963025,0.003287177,0.0000616895,0.000160225,0.00007634106,0.0001120586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001290797,0.0001389924,0.9248989,0.0001616313,0.00002367544,0.00003960947,0.002210878,0.000005210218,0.00163858,0.0002910029,0.000002136012,0.07046036],"study_design_scores_gemma":[0.0007144164,0.002761417,0.989477,0.0000669702,0.00002698971,0.0002045177,0.001725408,0.002248847,0.001407031,0.0008692742,0.0003435244,0.0001545582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998471,0.0003173549,0.0002310079,0.00004278875,0.0003287127,0.0003012771,0.00002964134,0.00001530487,0.0002629676],"genre_scores_gemma":[0.9985992,0.0006309864,0.0005801024,0.00008250754,0.00003971702,0.00002437262,0.00001347831,0.00001183013,0.00001780597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07030579,"threshold_uncertainty_score":0.6560123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216305128841623,"score_gpt":0.2613155017579724,"score_spread":0.2396849888738101,"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."}}