{"id":"W3134629222","doi":"10.1371/journal.pone.0247749","title":"Cerebrospinal fluid NCAM-1 concentration is associated with neurodevelopmental outcome in post-hemorrhagic hydrocephalus of prematurity","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Toronto","funders":"National Institute of Neurological Disorders and Stroke; BC Children's Hospital; Seattle Children's Research Institute; Hydrocephalus Association; Patient-Centered Outcomes Research Institute; University of Washington; Johns Hopkins University; Children's Hospital Colorado; H2020 European Research Council; Nationwide Children's Hospital; Gerber Foundation","keywords":"Intraventricular hemorrhage; Hydrocephalus; Cerebrospinal fluid; Medicine; Bayley Scales of Infant Development; Internal medicine; Pediatrics; Gastroenterology; Cognition; Surgery; Biology; Gestational age; Psychiatry; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003356251,0.0002773693,0.0002277521,0.0005738988,0.0001849937,0.000316341,0.0002287825,0.0003292422,0.000762526],"category_scores_gemma":[0.002573938,0.0001340068,0.0001592125,0.0003820984,0.0002531897,0.0001753556,0.0003045555,0.0003670445,0.0001415974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066957,"about_ca_system_score_gemma":0.0001833313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797689,"about_ca_topic_score_gemma":0.001240048,"domain_scores_codex":[0.9998106,0.00004414163,0.00002410076,0.00004773763,0.00004594768,0.0000274262],"domain_scores_gemma":[0.9986557,0.0002558131,0.0008022835,0.00004546502,0.0001011953,0.0001395614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000231714,0.00002343058,0.9952447,0.00001374297,0.00003948704,0.0002768454,0.00006468174,0.0000381682,0.001867269,0.00001116389,0.00004210442,0.002146778],"study_design_scores_gemma":[0.000002028512,0.00007655959,0.9989789,0.000004704626,0.0000108607,0.0004401574,0.00003657614,0.00009914882,0.000299841,0.0000112452,0.00003892129,0.000001097572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995747,0.0002249131,0.00003461699,0.00001620081,0.000002211829,0.000001866938,0.0000592556,0.000002358656,0.00008371941],"genre_scores_gemma":[0.9995709,0.0001376233,0.00009768375,0.000008623163,0.000004749654,0.000004447596,0.00009266098,9.63961e-7,0.00008230002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001797689,"threshold_uncertainty_score":0.003574431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918078532701459,"score_gpt":0.238651876819877,"score_spread":0.2094710914928624,"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."}}