{"id":"W3205659699","doi":"10.1002/uog.24477","title":"VP31.12: Trends in fetal ultrasound referrals and case severity throughout the first and second waves of the COVID‐19 pandemic","year":2021,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Pandemic; Referral; Ultrasound; Demographics; Pregnancy; Coronavirus disease 2019 (COVID-19); Baseline (sea); Pediatrics; Obstetrics; Demography; Family medicine; Radiology; Internal medicine; Disease","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":[0.001286036,0.0001596108,0.0001853084,0.0007146724,0.0001939434,0.0005427395,0.0003571711,0.0004618076,0.001963811],"category_scores_gemma":[0.003936209,0.0002132319,0.0002629802,0.000717634,0.0001805231,0.0005848032,0.0004966936,0.0005469939,0.0004464053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005329215,"about_ca_system_score_gemma":0.0004378239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0123653,"about_ca_topic_score_gemma":0.01372986,"domain_scores_codex":[0.9992561,0.0002272305,0.00006082449,0.0001516643,0.0001237807,0.0001804134],"domain_scores_gemma":[0.9973081,0.0006593934,0.001128061,0.0001121765,0.0004590301,0.000333226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001363484,0.00003172923,0.9963952,0.00001233734,0.00001718672,0.0000563733,0.0002114276,0.0001137991,0.0003474723,0.00001938494,0.0003360393,0.002322762],"study_design_scores_gemma":[0.000003328121,0.0001286094,0.9988091,0.000007909306,0.000003771533,0.0001445588,0.0003284809,0.0002668822,0.00009960427,0.000007434443,0.0001971755,0.00000309974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997489,0.0001192779,0.0001292792,0.0001061525,0.000005906553,0.000023668,0.001511804,0.000008173312,0.0006066238],"genre_scores_gemma":[0.9977947,0.00007515526,0.0001714029,0.00005384664,0.00000866386,0.00003513448,0.001467349,0.000004854242,0.0003888893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123653,"threshold_uncertainty_score":0.02458668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0747898757806455,"score_gpt":0.3702172786488905,"score_spread":0.295427402868245,"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."}}