{"id":"W71058652","doi":"10.1002/uog.12371","title":"<scp>ISUOG</scp> Practice Guidelines: use of Doppler ultrasonography in obstetrics","year":2013,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":438,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ultrasonography; Obstetrics; Doppler effect; Gynecology; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005238917,0.0002754128,0.0006697942,0.001108303,0.00005010743,0.00007120093,0.0001749256,0.0004701048,0.00005263102],"category_scores_gemma":[0.7275597,0.0002670748,0.0001041646,0.002379867,0.0002141045,0.0004830247,0.00008514478,0.0005890678,0.00003028924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120112,"about_ca_system_score_gemma":0.0001326796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001703527,"about_ca_topic_score_gemma":0.00009956324,"domain_scores_codex":[0.9973286,0.0001561131,0.001048881,0.0004888613,0.0003580673,0.0006194433],"domain_scores_gemma":[0.6843443,0.3134292,0.0003787609,0.0005146826,0.001023881,0.0003091497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002137828,0.001255553,0.9012269,0.000184207,0.0001085974,0.0002459429,0.0009147458,0.0002915231,0.001229945,0.001493984,0.01968544,0.07334177],"study_design_scores_gemma":[0.004809237,0.001056181,0.5507168,0.0001833868,0.0001580319,0.0003082723,0.003411597,0.0007852056,0.0004960763,0.0007450527,0.4370541,0.0002760441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856669,0.008738154,0.000207526,0.0004913406,0.0008816165,0.0007643829,0.00004868577,0.00004585221,0.003155527],"genre_scores_gemma":[0.9569466,0.01945962,0.0203147,0.002590608,0.00005219904,0.00006800787,0.00009330587,0.00003956637,0.000435397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7270358,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962131965030184,"score_gpt":0.2971332637464786,"score_spread":0.2575119440961767,"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."}}