{"id":"W4292121552","doi":"10.1136/archdischild-2022-rcpch.299","title":"1203 Lung ultrasound could be used as a screening for Hemodynamically Significant Patent Ductus Arteriosus (HPDA) – prospective study","year":2022,"lang":"en","type":"article","venue":"British Association of Perinatal Medicine and Neonatal Society","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Ductus arteriosus; Lung ultrasound; Medicine; Cardiology; Lung; Left lung; Ultrasound; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006194615,0.0001894953,0.0005927157,0.00004808822,0.000500562,0.00003131351,0.0000735072,0.00008257369,0.0002349546],"category_scores_gemma":[0.0003064655,0.0002102952,0.000402926,0.0002430433,0.0001092549,0.0001031288,0.00009538823,0.0002666182,3.812571e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005484162,"about_ca_system_score_gemma":0.00009635293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065631,"about_ca_topic_score_gemma":0.00007083334,"domain_scores_codex":[0.9977621,0.00006936344,0.0003896601,0.0004561632,0.001031025,0.0002916813],"domain_scores_gemma":[0.9989207,0.0002436438,0.0002365175,0.0001722547,0.0002867085,0.0001401288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001094413,0.00283953,0.9162928,0.0007126171,0.01161703,0.002256427,0.02004531,0.00003345442,0.005586023,0.0002849233,0.01121151,0.02802599],"study_design_scores_gemma":[0.02782559,0.005223336,0.9235506,0.0001717311,0.001561049,0.002141443,0.03433166,0.000880051,0.0001769015,0.0001389609,0.003576428,0.0004222496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938418,0.001137374,0.0006071074,0.001077912,0.0001633394,0.00204587,0.0009516169,0.00005520527,0.0001197321],"genre_scores_gemma":[0.9969794,0.0001475353,0.000512439,0.0002914531,0.0001348866,0.0005388305,0.0006874815,0.0000327938,0.0006752008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02760374,"threshold_uncertainty_score":0.8575591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855589404410445,"score_gpt":0.269994057733982,"score_spread":0.2514381636898775,"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."}}