{"id":"W4312133575","doi":"10.3390/children9121948","title":"Grading of Intraventricular Hemorrhage and Neurodevelopment in Preterm <29 Weeks’ GA in Canada","year":2022,"lang":"en","type":"article","venue":"Children","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McMaster University; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Intraventricular hemorrhage; Medicine; Odds ratio; Pediatrics; Retrospective cohort study; Bronchopulmonary dysplasia; Gestational age; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001071286,0.00007551501,0.0002009734,0.0001093049,0.00002381069,0.000001407525,0.00006310016,0.0000154573,0.00005901074],"category_scores_gemma":[0.00002493913,0.00007283275,0.00001540261,0.0001642047,0.00002152035,0.0000160371,0.0001287852,0.0001951782,3.51479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001825875,"about_ca_system_score_gemma":0.0002143642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08160475,"about_ca_topic_score_gemma":0.05013263,"domain_scores_codex":[0.9992734,0.00003802674,0.0001966499,0.0001856013,0.0001453075,0.0001609786],"domain_scores_gemma":[0.9997821,0.00002371221,0.00003906674,0.0001001527,0.000005006354,0.00004996248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008195297,0.00007530104,0.9745154,0.00006833349,0.00001266786,0.001961942,0.0004837298,0.00003488174,0.002851762,0.00005641091,0.0001310213,0.01972662],"study_design_scores_gemma":[0.001043483,0.00007805271,0.9959004,0.0000175472,0.00000682053,0.0008487587,0.0000721979,0.0001092711,0.001671987,0.00006307064,0.0001159127,0.00007251689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984256,0.0005002392,0.000003239446,0.0003630395,0.00006951827,0.0002667978,0.00001695211,0.000004387962,0.0003502356],"genre_scores_gemma":[0.9993413,0.00001524455,0.0001213894,0.0003970086,0.00000975554,0.00001583786,0.00003492836,0.000007548655,0.00005700716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03147212,"threshold_uncertainty_score":0.9672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005096184630603355,"score_gpt":0.1860403032378097,"score_spread":0.1809441186072063,"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."}}