{"id":"W4396597644","doi":"10.1136/archdischild-2024-327084","title":"Surgical interventions and short-term outcomes for preterm infants with post-haemorrhagic hydrocephalus: a multicentre cohort study","year":2024,"lang":"en","type":"article","venue":"Archives of Disease in Childhood Fetal & Neonatal","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Hydrocephalus; Cohort; Pediatrics; Referral; Psychological intervention; Intensive care; Cohort study; Neonatal intensive care unit; Surgery; Intensive care medicine; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001931172,0.0005404266,0.0006410167,0.001081589,0.0007575372,0.0009857467,0.0008566827,0.0007571187,0.001108429],"category_scores_gemma":[0.005644895,0.0006493847,0.001091183,0.001795165,0.0003306883,0.001031958,0.001086799,0.0007652143,0.0002073945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009193929,"about_ca_system_score_gemma":0.0009383632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01162012,"about_ca_topic_score_gemma":0.01281301,"domain_scores_codex":[0.9984036,0.0004417961,0.000228971,0.0004172401,0.0002205012,0.000287841],"domain_scores_gemma":[0.9952733,0.000718203,0.002341666,0.0005207011,0.0004464071,0.0006996596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003717561,0.00005473288,0.9984083,0.00001848548,0.0001388484,0.0001413784,0.0001316959,0.00002809551,0.00007198296,0.000009559553,0.00007997043,0.0005452313],"study_design_scores_gemma":[0.00004501687,0.0004268102,0.9983966,0.00002225886,0.00007681941,0.0003985457,0.0003417348,0.0001336328,0.00003053212,0.00001227589,0.0001063126,0.000009613675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991394,0.0001866424,0.00005140304,0.00002334422,0.000004892501,0.00002788042,0.0004812837,0.00000129153,0.00008385679],"genre_scores_gemma":[0.9987025,0.0002097573,0.0001363261,0.00002883733,0.00001519021,0.00006059076,0.0007645955,0.000002657713,0.00007948966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01162012,"threshold_uncertainty_score":0.02310497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120105102096551,"score_gpt":0.2961424785803942,"score_spread":0.2841319683707391,"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."}}