{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006861466,0.0003870706,0.0005268074,0.0004350857,0.0007262809,0.0006487228,0.0003205925,0.0004326531,0.001610274],"category_scores_gemma":[0.0009420229,0.0003537787,0.0007472874,0.0007994479,0.0002924248,0.0005426753,0.0003544597,0.0006740427,0.0003309131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994638,"about_ca_system_score_gemma":0.0004252444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829268,"about_ca_topic_score_gemma":0.002831982,"domain_scores_codex":[0.9996158,0.0000798739,0.00003638137,0.0001400275,0.00006381245,0.00006408727],"domain_scores_gemma":[0.9993962,0.00009236989,0.0001954797,0.00009631358,0.00006995603,0.0001497134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009611352,0.000192686,0.9966396,0.00002008092,0.0001462461,0.0002840242,0.00009861825,0.00001741559,0.0004174756,0.00001946488,0.00007811008,0.001125129],"study_design_scores_gemma":[0.00009378971,0.00166121,0.9961305,0.00001414122,0.0001602747,0.0009247478,0.0003901512,0.0001324146,0.00009598237,0.00002807823,0.0003581327,0.00001048948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992663,0.0003461116,0.00007472483,0.00001022488,0.000007722433,0.00002331286,0.000100701,0.000001263408,0.0001695308],"genre_scores_gemma":[0.999268,0.0002146277,0.00007902439,0.00002271767,0.00001827418,0.00003002607,0.0001978661,0.000001706388,0.0001678418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001829268,"threshold_uncertainty_score":0.005386949,"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."}}