{"id":"W4295770449","doi":"10.1002/uog.25679","title":"EP31.03: Are we accurately predicting outcome in CDH?","year":2022,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Congenital diaphragmatic hernia; Retrospective cohort study; Ultrasound; Radiology; Cohort; Magnetic resonance imaging; Lung; Nuclear medicine; Fetus; Surgery; Pregnancy; Internal medicine","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":[0.002603469,0.0003889882,0.0003697837,0.00162018,0.0002394317,0.0008581316,0.0005471506,0.00085498,0.002469906],"category_scores_gemma":[0.01234881,0.0001368323,0.0002381756,0.001179962,0.0004765243,0.001352016,0.0004608149,0.0006338019,0.001328831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361176,"about_ca_system_score_gemma":0.0003156189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009155065,"about_ca_topic_score_gemma":0.001186039,"domain_scores_codex":[0.9990588,0.0003973429,0.0001615104,0.0001013546,0.0001660788,0.0001149787],"domain_scores_gemma":[0.9936078,0.002724919,0.001754715,0.0002244367,0.0009173865,0.0007707904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007935142,0.00001071394,0.9938256,0.00001188445,0.000004605769,0.0001655587,0.00001991962,0.00005182914,0.0000892406,0.00001315472,0.0002047846,0.005523425],"study_design_scores_gemma":[0.00000694783,0.0002467357,0.9950312,0.00004449557,0.00002063815,0.001982378,0.0002503379,0.00103296,0.0003053285,0.000119607,0.0009501433,0.000009218233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937854,0.001424054,0.0006211721,0.0007527588,0.00006093373,0.00001887959,0.000581263,0.00002870583,0.00272691],"genre_scores_gemma":[0.9979877,0.0003375778,0.0008105604,0.00006726241,0.00008693121,0.00001633562,0.0003601366,0.000009339587,0.0003240567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002603469,"threshold_uncertainty_score":0.01376861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05650409290746265,"score_gpt":0.3114186438988598,"score_spread":0.2549145509913971,"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."}}