{"id":"W2979004127","doi":"10.1542/neo.20-10-e575","title":"Fetal Doppler Assessment in Neonatal Care: Analysis of Fetal Doppler Abnormalities and Neonatal Outcomes","year":2019,"lang":"en","type":"review","venue":"NeoReviews","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Fetus; Context (archaeology); Fetal circulation; Doppler effect; Obstetrics; Intensive care medicine; Ultrasonography; Pregnancy; Radiology; Placenta","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006886147,0.0008738019,0.007115139,0.0009531493,0.00004979621,0.00005060394,0.0003700216,0.0004882546,0.0003684514],"category_scores_gemma":[0.000359547,0.0006061838,0.001905658,0.001157413,0.000211408,0.0001644468,0.0004082658,0.0009683113,0.00005538274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442754,"about_ca_system_score_gemma":0.0005211605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007153695,"about_ca_topic_score_gemma":0.0003903763,"domain_scores_codex":[0.9955751,0.0003484734,0.001949665,0.0008331592,0.0007442405,0.0005493844],"domain_scores_gemma":[0.9968132,0.0008931707,0.0008344507,0.001053499,0.0001325391,0.0002731762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001522426,0.00004627982,0.0120903,0.02769559,0.001678435,0.0001215932,0.0002612708,0.00000349224,3.219779e-8,0.0003504071,0.0004161301,0.9573212],"study_design_scores_gemma":[0.0009446965,0.000170668,0.005882227,0.01132399,0.01851897,0.0002163859,0.0001994662,0.00006880305,4.13258e-7,0.000005321284,0.9621018,0.0005673148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002056096,0.9901245,0.0001060986,0.00005108563,0.0002799187,0.00188252,0.001025289,0.00004130233,0.006283686],"genre_scores_gemma":[0.0004404444,0.9891572,0.005460976,0.000138806,0.0001137681,0.0001788177,0.003926093,0.00007301934,0.0005108482],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9616856,"threshold_uncertainty_score":0.999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05728669879929548,"score_gpt":0.3781588813294902,"score_spread":0.3208721825301947,"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."}}