{"id":"W2160148558","doi":"","title":"The appropriate use of neuroimaging in the diagnostic work-up of dementia: an economic literature review and cost-effectiveness analysis.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Neuroimaging; Appropriate Use Criteria; Modalities; Medicine; Magnetic resonance imaging; Medical physics; Cost effectiveness; Radiology; Psychiatry; Risk analysis (engineering); Pathology; Disease","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":[0.0183782,0.001522107,0.005043183,0.01392227,0.000515177,0.003095197,0.001590311,0.002045135,0.003275363],"category_scores_gemma":[0.07289441,0.000859588,0.01004772,0.01355208,0.000739445,0.001948482,0.001240449,0.001526538,0.0001790121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0213091,"about_ca_system_score_gemma":0.01586035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06149524,"about_ca_topic_score_gemma":0.1174802,"domain_scores_codex":[0.9878516,0.006965486,0.002206013,0.0004510693,0.00215672,0.0003690828],"domain_scores_gemma":[0.9575634,0.03107191,0.006439673,0.0003293291,0.00412065,0.0004750809],"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":[0.003796385,0.0001943346,0.01651635,0.6268507,0.05313788,0.0005050775,0.0002635112,0.007324161,0.0001980032,0.003790402,0.009054122,0.278369],"study_design_scores_gemma":[0.003099659,0.001184447,0.04183337,0.6433796,0.2541528,0.001572309,0.0007911227,0.01211625,0.0004383291,0.006688519,0.03451914,0.0002244064],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00408085,0.991631,0.0003358993,0.001946477,0.00009759702,0.0002754638,0.0009158879,0.000006282762,0.0007105842],"genre_scores_gemma":[0.1258011,0.8686811,0.002666348,0.001018421,0.0001735097,0.0006193144,0.0008911445,0.000009881268,0.0001390871],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06149524,"threshold_uncertainty_score":0.1546091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03097304820581679,"score_gpt":0.3004115066628866,"score_spread":0.2694384584570698,"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."}}