{"id":"W4405001636","doi":"10.1007/s00247-024-06105-1","title":"Re-evaluating the timing of sequential cranial ultrasound screening in very preterm infants for predicting neurodevelopmental outcomes","year":2024,"lang":"en","type":"article","venue":"Pediatric Radiology","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Neuroradiology; Ultrasound; Pediatrics; Echoencephalography; Gestational age; Neurology; Pregnancy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009592377,0.0001658515,0.0004098772,0.000234517,0.00008674406,0.00001257552,0.000138557,0.0001379743,0.00003628236],"category_scores_gemma":[0.001431241,0.0001176001,0.0001398498,0.0002653697,0.0001139765,0.00008493239,0.0000778592,0.0003344384,0.000003424754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003397111,"about_ca_system_score_gemma":0.0001490658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002937405,"about_ca_topic_score_gemma":0.000009636635,"domain_scores_codex":[0.9984132,0.0001331625,0.0005540205,0.0003709486,0.000170276,0.0003583811],"domain_scores_gemma":[0.9973065,0.002343937,0.0001115468,0.0001559997,0.00003449453,0.00004756139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005692476,0.00003113973,0.9740509,0.0004208566,0.00009225732,0.0001501354,0.002454424,0.000103987,0.009090212,0.00005229257,0.0002104542,0.01277405],"study_design_scores_gemma":[0.002733622,0.001058266,0.9775661,0.00008407328,0.000373159,0.001410394,0.0004447844,0.01521758,0.0003625187,0.0003960173,0.0001058054,0.0002476602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950013,0.001040572,0.001385897,0.0003909355,0.001114212,0.0006306975,0.00003650853,0.00006027115,0.0003396337],"genre_scores_gemma":[0.9949625,0.0000727828,0.003700639,0.0002501175,0.0007724968,0.00006364739,0.00004433343,0.0000266862,0.0001068536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01511359,"threshold_uncertainty_score":0.4795593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04811031844524852,"score_gpt":0.3381574029687429,"score_spread":0.2900470845234943,"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."}}