{"id":"W4391693620","doi":"10.1016/j.wneu.2024.02.025","title":"Hydrocephalus and the First Report of an External Ventriculostomy: The Contributions of Fabrici d'Acquapendente in the Italian Renaissance","year":2024,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cannula; Hydrocephalus; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002028698,0.0005154344,0.001575405,0.0004156524,0.0003286017,0.0001784766,0.001218796,0.0001106641,0.00002379586],"category_scores_gemma":[0.001318065,0.0002382521,0.0007936442,0.002401037,0.001095036,0.0001612468,0.0003287571,0.001033385,0.00001686596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005381938,"about_ca_system_score_gemma":0.0002052507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009588501,"about_ca_topic_score_gemma":0.00008657696,"domain_scores_codex":[0.9952084,0.000981105,0.001672394,0.0008328683,0.0008211101,0.0004841021],"domain_scores_gemma":[0.994692,0.002921455,0.001054084,0.001199151,0.00005189523,0.0000814335],"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":[0.002198036,0.005734735,0.001728168,0.09691557,0.0008725446,0.06362361,0.005685245,0.0001793799,0.003191981,0.201134,0.1111237,0.5076131],"study_design_scores_gemma":[0.0004161056,0.00006390559,0.000241525,0.005873795,0.0007616013,0.005666743,0.00001702941,0.0001236221,0.0003933485,0.0006847294,0.9854235,0.0003341071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003008219,0.99129,0.000004211984,0.001525318,0.001158063,0.001465703,0.0002052698,0.00004103304,0.001302209],"genre_scores_gemma":[0.2329592,0.7651031,9.081497e-7,0.0006482325,0.0002423174,0.00018045,0.00001129502,0.00005526519,0.0007992276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8742998,"threshold_uncertainty_score":0.9715637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764949476088963,"score_gpt":0.3213583494415501,"score_spread":0.2837088546806605,"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."}}