{"id":"W1967130818","doi":"10.1016/j.jalz.2012.01.014","title":"Systematic review of the body of evidence for the use of biomarkers in the diagnosis of dementia","year":2012,"lang":"en","type":"review","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Dementia; Medicine; Systematic review; Magnetic resonance imaging; Neuroimaging; Meta-analysis; Positron emission tomography; MEDLINE; Diagnostic accuracy; Disease; Medical physics; Pathology; Internal medicine; Radiology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03001525,0.002513049,0.01467501,0.01613645,0.0009476619,0.003980054,0.003179159,0.002936723,0.006273584],"category_scores_gemma":[0.1313119,0.001719711,0.01231765,0.01408384,0.00163775,0.002860944,0.002085237,0.001680708,0.0005885858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007707776,"about_ca_system_score_gemma":0.01889449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00963468,"about_ca_topic_score_gemma":0.02485818,"domain_scores_codex":[0.9611931,0.01809508,0.01274944,0.002010395,0.005355132,0.0005968046],"domain_scores_gemma":[0.8853461,0.08446597,0.01826468,0.001836003,0.009356969,0.0007302976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002351658,0.000008721651,0.0007405868,0.9624588,0.02076498,0.00008970998,0.0001153145,0.0000899002,0.00009726436,0.0001425476,0.0009396515,0.01431735],"study_design_scores_gemma":[0.0005094917,0.0001884273,0.003961892,0.8044243,0.180105,0.0002534879,0.0001813259,0.0001266087,0.0002050796,0.0003475143,0.009656468,0.00004045909],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001199671,0.9960217,0.0003410416,0.0004461988,0.0002281719,0.0007507743,0.0006953656,0.00001497321,0.0003021155],"genre_scores_gemma":[0.02779206,0.9665818,0.001917007,0.0008855019,0.0001944259,0.001901958,0.0005638828,0.0000134691,0.0001499122],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03001525,"threshold_uncertainty_score":0.1587377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3231062157353972,"score_gpt":0.4374888637885602,"score_spread":0.1143826480531631,"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."}}