{"id":"W2411824841","doi":"10.1017/cbo9781316146187.012","title":"Hydrocephalus","year":2015,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydrocephalus; Medicine; Radiology","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":[0.0002545044,0.0009465245,0.0005766862,0.001905329,0.000844257,0.001234812,0.0007742842,0.001111327,0.01447672],"category_scores_gemma":[0.0008773049,0.0001642506,0.0003925543,0.001216867,0.002749417,0.001577274,0.001570105,0.001800755,0.005842675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008796045,"about_ca_system_score_gemma":0.001555163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312453,"about_ca_topic_score_gemma":0.001854188,"domain_scores_codex":[0.9997905,0.00003024974,0.00002072158,0.00004117576,0.00008020726,0.00003714939],"domain_scores_gemma":[0.9998341,0.00006152882,0.00002709677,0.00001502999,0.00003255673,0.0000297709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001103227,0.0000412636,0.0004412849,0.001604375,0.00002165313,0.005519329,0.0008914956,0.0002263338,0.002317743,0.1744041,0.4235421,0.3908801],"study_design_scores_gemma":[0.00001693888,0.00005161342,0.000742317,0.0007572941,0.00001072414,0.0205665,0.0001929338,0.00008198349,0.0006134313,0.04215373,0.9347965,0.00001617962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007712579,0.4473863,0.01100326,0.01898143,0.0158534,0.0002637908,0.001644038,0.0007751946,0.4963799],"genre_scores_gemma":[0.1837115,0.3598696,0.01810584,0.02828983,0.01604575,0.0004590787,0.002594654,0.0004845699,0.3904392],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01447672,"threshold_uncertainty_score":0.04842943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05260947172879412,"score_gpt":0.2318141299503365,"score_spread":0.1792046582215423,"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."}}