{"id":"W3131688465","doi":"10.11152/mu-3018","title":"Advances in the application of Doppler ultrasonography in the newborn","year":2021,"lang":"en","type":"letter","venue":"Medical Ultrasonography","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ultrasonography; Doppler effect; Radiology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001796127,0.0005322034,0.001147514,0.0007540778,0.00007946599,0.00004221475,0.001088619,0.0008403787,0.0002152101],"category_scores_gemma":[0.001169974,0.0002985611,0.0007219001,0.003420112,0.0009045887,0.0001029511,0.00005201103,0.003616998,0.00001571875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003109426,"about_ca_system_score_gemma":0.0002022003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00019954,"about_ca_topic_score_gemma":0.0007988007,"domain_scores_codex":[0.994235,0.0007649167,0.001172418,0.0006694035,0.002460627,0.000697601],"domain_scores_gemma":[0.9945037,0.003778678,0.0003244687,0.001147813,0.0001460035,0.00009928222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000956867,0.001230972,0.280611,0.002781236,0.0004220412,0.001380451,0.008569445,0.000001505996,0.00006859027,0.0002349172,0.5071283,0.1974759],"study_design_scores_gemma":[0.001152777,0.0001445041,0.07676905,0.0008353597,0.0002364375,0.000237115,0.003032679,0.00001953341,0.00001245837,0.0003985084,0.9168551,0.0003064637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02500262,0.03196872,0.001164379,0.9145576,0.0004350325,0.003571975,0.0001402258,0.00008194893,0.02307746],"genre_scores_gemma":[0.2226089,0.01931693,0.001174395,0.7506059,0.002645428,0.002291484,0.001209669,0.0001078054,0.0000394722],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4097268,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281668558840173,"score_gpt":0.2815687054141083,"score_spread":0.2687520198257066,"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."}}