{"id":"W4416848615","doi":"10.1017/cjn.2025.10470","title":"Early Intervention Management Pathway for Intraventricular Hemorrhage of Prematurity: A Quality Improvement Analysis","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"","keywords":"Quality management; Intervention (counseling); Intraventricular hemorrhage; Compliance (psychology); Intensive care; Vascular access; Protocol (science)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05491781,0.0005274382,0.0007933775,0.004301393,0.0008497844,0.002458911,0.00129547,0.0005867128,0.0015454],"category_scores_gemma":[0.09537786,0.000390212,0.001670952,0.007465027,0.0006610841,0.001379959,0.002275234,0.001070115,0.0001453841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007718716,"about_ca_system_score_gemma":0.01579754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01537917,"about_ca_topic_score_gemma":0.01075593,"domain_scores_codex":[0.9437844,0.03424368,0.00792287,0.003204573,0.008713242,0.00213117],"domain_scores_gemma":[0.837841,0.04045103,0.08031173,0.005712159,0.02564824,0.01003583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001812147,0.001344049,0.9063908,0.001140051,0.001307323,0.00005107645,0.0009249254,0.001497132,0.0003503455,0.0003337353,0.001584482,0.08326395],"study_design_scores_gemma":[0.0005423176,0.004378838,0.9874884,0.0005579375,0.0007434071,0.00006570791,0.0009409599,0.002900611,0.0004983264,0.0001187385,0.001731369,0.0000335134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704438,0.005426857,0.009136035,0.004031337,0.00009474716,0.004063575,0.004256497,0.0002258265,0.002321236],"genre_scores_gemma":[0.9837864,0.0009979364,0.01063502,0.0004819128,0.00004348974,0.001580333,0.002251646,0.0000236375,0.0001995511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05491781,"threshold_uncertainty_score":0.2904366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121707597624935,"score_gpt":0.2907398062104805,"score_spread":0.2695227302342312,"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."}}