{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009280695,0.0004208999,0.0004232365,0.000781632,0.0001603162,0.0005667779,0.0001903492,0.0004013777,0.00046434],"category_scores_gemma":[0.004219519,0.0001086507,0.0002778381,0.0004586022,0.0002404356,0.0002736207,0.0003982514,0.0003776635,0.0001046342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008107,"about_ca_system_score_gemma":0.0003010179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007878544,"about_ca_topic_score_gemma":0.0007313883,"domain_scores_codex":[0.9996554,0.0001552972,0.00004208257,0.00005652497,0.00006269192,0.00002803184],"domain_scores_gemma":[0.9987405,0.0006835622,0.0003416169,0.00003590213,0.00008418445,0.000114314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006210862,0.00006389486,0.9846882,0.0000431545,0.00007195768,0.0001471852,0.00004196702,0.001030273,0.001288488,0.00002307318,0.00005726646,0.01192339],"study_design_scores_gemma":[0.00002649712,0.00100211,0.9766195,0.00005152109,0.0001151859,0.0008234551,0.0001803484,0.01894976,0.001734154,0.0001829988,0.0003026657,0.00001183464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974595,0.001110842,0.000756311,0.0001810164,0.000008324912,0.00001177703,0.0001596942,0.000009691869,0.0003028735],"genre_scores_gemma":[0.9987199,0.0002788724,0.0007805952,0.00002406983,0.00001026728,0.000009072877,0.0001154032,0.000001122167,0.00006071572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009280695,"threshold_uncertainty_score":0.004908204,"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."}}