{"id":"W2021603532","doi":"10.1007/s003810000351","title":"CSF shunts 50 years on - past, present and future","year":2000,"lang":"en","type":"review","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Hydrocephalus; Shunt (medical); Neurosurgery; Catheter; Cerebrospinal fluid; Etiology; Shunting; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000131609,0.0006437735,0.001579978,0.0002281318,0.0002848428,0.0002149086,0.0005685871,0.0004128881,0.000093935],"category_scores_gemma":[0.000008006953,0.0005031149,0.0004340294,0.0003093318,0.00008248036,0.0000888248,0.0001448947,0.0006596449,0.001067781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603413,"about_ca_system_score_gemma":0.00007464656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001798815,"about_ca_topic_score_gemma":0.000001133469,"domain_scores_codex":[0.9968102,0.0003177616,0.0006319893,0.00113738,0.0005521688,0.0005505293],"domain_scores_gemma":[0.998649,0.0001086172,0.0002563194,0.0006998477,0.00001249961,0.0002737073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001522264,0.00006405851,7.475912e-7,0.01234019,0.00002637317,0.0002194539,0.00007149316,0.000002020588,0.000001160795,0.0008121797,0.008862676,0.9775844],"study_design_scores_gemma":[0.0001936437,0.0001240937,0.0000316595,0.01085951,0.000176264,0.001228107,0.00001502161,0.0000111047,0.000003410456,0.000002959551,0.9868787,0.0004755525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008445822,0.9490028,5.658502e-7,0.0001385473,0.001243351,0.001194498,0.0001594323,0.0002314628,0.04794488],"genre_scores_gemma":[0.0005341818,0.987548,0.00000332822,0.0002155756,0.009289179,0.00008506549,0.00002264002,0.0001249841,0.002177026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.978016,"threshold_uncertainty_score":0.999742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617550068436914,"score_gpt":0.2744060710051973,"score_spread":0.2482305703208282,"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."}}