{"id":"W2127226841","doi":"10.1159/000364914","title":"The Neurosurgical Treatment of Alzheimer's Disease: A Review","year":2014,"lang":"en","type":"review","venue":"Stereotactic and Functional Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Disease; Clinical trial; Intensive care medicine; Deep brain stimulation; Neurosurgery; Neuroscience; Surgery; Pathology; Psychology; Parkinson's disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002702265,0.0006192016,0.001901631,0.0001210848,0.0004409276,0.0001031672,0.0001854479,0.0001053758,0.0001073478],"category_scores_gemma":[0.0007111215,0.0003549932,0.001089281,0.000389421,0.0004045742,0.0001041367,0.0001077683,0.0002685405,0.00009159619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003336525,"about_ca_system_score_gemma":0.0002757777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000273604,"about_ca_topic_score_gemma":2.576016e-7,"domain_scores_codex":[0.9962515,0.000688645,0.00115988,0.0008868547,0.0005806038,0.0004325022],"domain_scores_gemma":[0.9946299,0.003619999,0.0007033431,0.0006680863,0.00004675435,0.0003319339],"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":[0.0001328718,0.0002884216,0.00003467598,0.01434413,0.0001173138,0.0001546077,0.00000300535,3.527613e-7,0.000007597177,0.002311694,0.004521295,0.978084],"study_design_scores_gemma":[0.0001575299,0.0002108602,0.0001735837,0.00503014,0.001594458,0.0005385776,3.143501e-7,0.00001278101,0.000002964933,0.00005123145,0.9919264,0.0003011923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002595203,0.9963243,0.000003828689,0.0003059449,0.001767548,0.0008430346,0.00009321532,0.00005063739,0.0005855385],"genre_scores_gemma":[0.0003442064,0.9971398,6.509752e-7,0.0007281601,0.0004327117,0.0002003832,0.00002488988,0.00006862526,0.001060644],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9874051,"threshold_uncertainty_score":0.9998902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08368115423006905,"score_gpt":0.320116400630136,"score_spread":0.2364352464000669,"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."}}