{"id":"W3032705279","doi":"10.1093/neuros/nyaa199","title":"Prevalence of Alternative Diagnoses and Implications for Management in Idiopathic Normal Pressure Hydrocephalus Patients","year":2020,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Normal pressure hydrocephalus; Medical diagnosis; Pediatrics; Lumbar puncture; Shunting; Ventriculomegaly; Confounding; Surgery; Neurosurgery; Physical therapy; Disease; Internal medicine; Dementia; Radiology; Cerebrospinal fluid","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008817971,0.0001448493,0.0002120029,0.00008920494,0.00007315159,0.00002409956,0.0002182306,0.00003471885,0.000008428593],"category_scores_gemma":[0.0005912191,0.0001473198,0.00006243095,0.0002554216,0.00009187876,0.000218632,0.0001514957,0.00009974639,0.0000032587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007915345,"about_ca_system_score_gemma":0.00001528607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005417454,"about_ca_topic_score_gemma":6.799609e-7,"domain_scores_codex":[0.9986518,0.0000637698,0.000351726,0.0005044132,0.0001837576,0.0002445406],"domain_scores_gemma":[0.9992688,0.000285702,0.0001393166,0.0001631293,0.00003808496,0.0001049158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004778861,0.000752744,0.9019353,0.003145381,0.00001867483,0.00002768153,0.0009577179,0.00103144,0.07262021,0.005694176,0.000938801,0.0124],"study_design_scores_gemma":[0.001197003,0.0004237723,0.9399794,0.0001104146,0.00005580312,0.000005410646,0.000009186507,0.004067591,0.05169675,0.000669253,0.001523817,0.000261537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974371,0.0002927843,0.0001210713,0.0006651039,0.0001637315,0.0006826293,0.0001796079,0.00003533325,0.0004225998],"genre_scores_gemma":[0.9976802,0.0008077219,0.00002746535,0.001231515,0.00004945216,0.0001308341,0.000001868216,0.00001902298,0.0000519097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03804417,"threshold_uncertainty_score":0.6007526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03111046121273897,"score_gpt":0.2687066433140902,"score_spread":0.2375961821013512,"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."}}