{"id":"W1821242014","doi":"10.3171/2012.1.peds11292","title":"Center effect and other factors influencing temporization and shunting of cerebrospinal fluid in preterm infants with intraventricular hemorrhage","year":2012,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Medicine; Intraventricular hemorrhage; Hydrocephalus; Shunt (medical); Shunting; Cerebrospinal fluid; Surgery; Anesthesia; Internal medicine; Pregnancy; Gestational age","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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001168265,0.0002692195,0.0002809404,0.0008741378,0.0004250047,0.0006074434,0.0004586455,0.000356413,0.001820686],"category_scores_gemma":[0.009995596,0.0001367826,0.0004531148,0.0007724425,0.000576916,0.000252525,0.0005242305,0.0004181018,0.0001334446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886225,"about_ca_system_score_gemma":0.0009388371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004400541,"about_ca_topic_score_gemma":0.003407642,"domain_scores_codex":[0.9987471,0.0004757581,0.0001514856,0.0002066969,0.0002523751,0.000166556],"domain_scores_gemma":[0.9883593,0.004425343,0.005089964,0.0004309643,0.000597348,0.001097041],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009766502,0.00002523002,0.9978772,0.000007932393,0.00002854884,0.000165264,0.00006289902,0.00003306907,0.0001477044,0.00001211939,0.00003150332,0.001510773],"study_design_scores_gemma":[0.000003012399,0.0001603951,0.9986921,0.000009035857,0.00003075939,0.0005620729,0.0002114751,0.00011499,0.0001410338,0.00001340885,0.00005899046,0.000002852585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993628,0.0002722247,0.00007694943,0.00003637175,0.000004725251,0.000005452155,0.00003752638,0.000002611142,0.0002012772],"genre_scores_gemma":[0.9997109,0.00009314845,0.0001110702,0.000008104706,0.000008017238,0.00000305802,0.00003620522,0.000001664848,0.00002793284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9997191,"threshold_uncertainty_score":0.008749902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008937401112233193,"score_gpt":0.2310891326022088,"score_spread":0.2221517314899756,"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."}}