{"id":"W2508259593","doi":"10.3171/2016.6.focus16272","title":"Introduction: Adult hydrocephalus","year":2016,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrocephalus; Medicine; Surgery","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":[0.0003589013,0.0006522077,0.0005050956,0.0009832981,0.0006863216,0.000762506,0.0007050037,0.002348568,0.03564266],"category_scores_gemma":[0.001480118,0.0001466381,0.0004025558,0.0005606512,0.0007293007,0.001282525,0.0009310059,0.002106252,0.01523779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003947664,"about_ca_system_score_gemma":0.0007093016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000564892,"about_ca_topic_score_gemma":0.0008916907,"domain_scores_codex":[0.9997417,0.00003571265,0.00004544511,0.00006476996,0.00006428572,0.00004815292],"domain_scores_gemma":[0.9994216,0.0001706099,0.00008933093,0.00003606798,0.0001299244,0.0001523857],"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":[0.0002235461,0.0001168773,0.007243418,0.001543015,0.00003041077,0.09124307,0.0004385974,0.0001435102,0.00244014,0.01071732,0.5802209,0.3056392],"study_design_scores_gemma":[0.0000325011,0.0001036268,0.005381539,0.000775459,0.00002157416,0.1606951,0.000139405,0.00006806364,0.0009038866,0.003815265,0.8280404,0.0000231911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.04189267,0.1127192,0.01406576,0.172488,0.108454,0.0003944551,0.004472392,0.002465166,0.5430484],"genre_scores_gemma":[0.2496314,0.094763,0.01431536,0.1560918,0.1710863,0.0003868951,0.004932824,0.0006882584,0.3081042],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03564266,"threshold_uncertainty_score":0.1192365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539267970158247,"score_gpt":0.2437432813447422,"score_spread":0.2283506016431597,"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."}}