{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006672003,0.0009354638,0.001691725,0.002291848,0.0003272391,0.001144151,0.0008017569,0.0009647677,0.002718718],"category_scores_gemma":[0.001041987,0.0002443055,0.0004638188,0.002939984,0.000773305,0.002340383,0.0006280865,0.001755383,0.00139135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000612009,"about_ca_system_score_gemma":0.001559244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605001,"about_ca_topic_score_gemma":0.005860128,"domain_scores_codex":[0.9997907,0.00003343007,0.00004264898,0.00005588306,0.00005311063,0.00002412705],"domain_scores_gemma":[0.9994857,0.0002380238,0.00009856674,0.00001927063,0.00009300411,0.00006539701],"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":[0.00009746866,0.00005478327,0.0006531146,0.004564579,0.00006404673,0.0008595188,0.00005644971,0.0002816387,0.0005290049,0.001623737,0.02108127,0.9701344],"study_design_scores_gemma":[0.00004790036,0.0001372945,0.00398903,0.005529968,0.0002025719,0.01133001,0.0002153931,0.000142928,0.0003907045,0.002210201,0.9757689,0.00003518169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002379242,0.998259,0.00007923915,0.0002998304,0.000287218,0.000001524263,0.000009934706,0.000004769475,0.0008204432],"genre_scores_gemma":[0.001224717,0.9973053,0.000167703,0.0002757792,0.0004619602,0.000002161299,0.00002189694,0.00000169808,0.000538863],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002718718,"threshold_uncertainty_score":0.009095013,"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."}}