{"id":"W4402195069","doi":"10.7759/cureus.68516","title":"Hydrocephalus: A Review of Etiology-Driven Treatment Strategies","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Medicine; Hydrocephalus; Choroid plexus; Endoscopic third ventriculostomy; Cauterization; Subarachnoid space; Cerebrospinal fluid; Ventriculostomy; External ventricular drain; Surgery; Pathology; Central nervous system; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001308763,0.0006716322,0.002512352,0.0001342242,0.00006593946,0.00005779628,0.0006534182,0.0002959965,0.0004806069],"category_scores_gemma":[0.0001719789,0.0004391652,0.001117299,0.0005477386,0.000211149,0.0001261979,0.000176561,0.0003364064,0.001037453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839889,"about_ca_system_score_gemma":0.0008091014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002624503,"about_ca_topic_score_gemma":0.00001094941,"domain_scores_codex":[0.997255,0.0002315322,0.0009431103,0.0008830996,0.000293855,0.0003934442],"domain_scores_gemma":[0.9985814,0.0001817271,0.0003702905,0.0007074606,0.00003838326,0.0001207078],"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":[0.000004433808,0.0002567759,1.262508e-7,0.4505576,0.0002129392,0.0001873375,0.0001148436,7.543039e-7,0.0001138689,0.01757025,0.007308099,0.523673],"study_design_scores_gemma":[0.00007308427,0.0003777545,4.775253e-8,0.1147741,0.002035959,0.0002357978,0.000007570048,0.000007983703,0.00003196202,0.0003880153,0.8817439,0.0003238633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002262876,0.982078,0.000003979124,0.00004752559,0.0007152749,0.001021003,0.000240592,0.0001387263,0.0157527],"genre_scores_gemma":[0.00003000333,0.9978157,0.00002681373,0.0001652213,0.0002907018,0.0002165753,0.0000579378,0.00008086338,0.00131615],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8744358,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026053712772265,"score_gpt":0.3957437552219054,"score_spread":0.2931383839446789,"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."}}