{"id":"W4410511252","doi":"10.1097/js9.0000000000002490","title":"Deep cervical lymphovenous anastomosis (LVA) for Alzheimer’s disease: microsurgical procedure in a prospective cohort study","year":2025,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Biomarker; Prospective cohort study; Cognitive decline; Anastomosis; Disease; Cohort; Internal medicine; Corticobasal degeneration; Surgery; Oncology; Dementia","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":[0.0006087738,0.0001823082,0.0004358215,0.0005880775,0.00008075076,0.0001243011,0.0004753564,0.00005749847,0.00006065205],"category_scores_gemma":[0.001176946,0.0001615632,0.000322037,0.0004120432,0.00008071963,0.0002770495,0.00009835288,0.0002094796,0.000006511527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062692,"about_ca_system_score_gemma":0.0005200913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001949781,"about_ca_topic_score_gemma":0.00002440284,"domain_scores_codex":[0.997761,0.00009204028,0.0007795412,0.0003692571,0.0007299181,0.0002683143],"domain_scores_gemma":[0.9982395,0.0007905771,0.0002760427,0.0001211354,0.000433191,0.0001395754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002216901,0.00205421,0.9896386,0.00001873191,0.0001612406,0.0006454297,0.0001724158,0.0001742461,0.001783831,0.0006898456,0.0007047102,0.001739788],"study_design_scores_gemma":[0.001493792,0.0001087326,0.9900774,0.0001469012,0.0001127886,0.0001671538,0.000100065,0.001137193,0.004080029,0.00146255,0.0009370151,0.0001763857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948218,0.0006333247,0.0003530609,0.001500201,0.001617983,0.0006293379,0.00002369299,0.00001941338,0.0004011959],"genre_scores_gemma":[0.998659,0.00009173118,0.00003795496,0.0007061179,0.0002968102,0.00007465133,0.000002793255,0.00001712703,0.0001138148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003837209,"threshold_uncertainty_score":0.6588358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820883989309199,"score_gpt":0.3152081065164215,"score_spread":0.2869992666233295,"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."}}