{"id":"W4302424841","doi":"10.3174/ajnr.a7665","title":"Volumetric Brain MRI Study in Fetuses with Intrauterine Growth Restriction Using a Semiautomated Method","year":2022,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Medicine; Growth restriction; Fetus; Fetal growth; Anatomy; Radiology; Nuclear medicine; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0005374241,0.0001653311,0.0007111942,0.0009767783,0.00008146121,0.000007191047,0.0001743222,0.00002453491,0.00004951675],"category_scores_gemma":[0.0003653595,0.0001234101,0.00008493513,0.003013671,0.0001355824,0.00006612171,0.00008177512,0.0008093333,6.957562e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009397764,"about_ca_system_score_gemma":0.000146822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003524107,"about_ca_topic_score_gemma":0.000007007805,"domain_scores_codex":[0.9972462,0.00135355,0.0005459383,0.0002653407,0.0003046778,0.0002842952],"domain_scores_gemma":[0.9985515,0.0005395276,0.0005472658,0.0001400469,0.00009054178,0.0001310505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005080037,0.001619014,0.9656732,0.00001912482,0.000159478,0.006811462,0.0003759548,0.007185062,0.00377807,0.00003888374,0.0006567879,0.008602935],"study_design_scores_gemma":[0.00408417,0.06419852,0.9099383,0.000006319012,0.0001994497,0.01575318,0.001429643,0.00335606,0.00001411885,0.000168111,0.0006615989,0.0001905391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995347,0.00008102855,0.001337134,0.002697971,0.0001851633,0.0002773146,0.000004050055,0.00002927713,0.00004100975],"genre_scores_gemma":[0.994886,0.0002682121,0.002613585,0.002097016,0.0000968544,0.000008644296,0.000001973996,0.00002273439,0.000004915814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06257951,"threshold_uncertainty_score":0.5032517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762132553693926,"score_gpt":0.3070215804830029,"score_spread":0.2894002549460636,"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."}}