{"id":"W2003905582","doi":"10.1136/ebm.12.6.182","title":"Review: some screening tests for dementia in older people are accurate and practical for use in primary care","year":2007,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Dementia; Primary care; Gerontology; Older people; Medicine; Psychology; Family medicine; Internal medicine; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002180065,0.0007502963,0.002132754,0.0009178719,0.00007805282,0.00003515569,0.0002121921,0.0008701723,0.00007020192],"category_scores_gemma":[0.01647241,0.0006229903,0.0002094944,0.0006246264,0.000257937,0.0007024935,0.00008555505,0.002132349,0.000004522588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005918436,"about_ca_system_score_gemma":0.0008190447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003664866,"about_ca_topic_score_gemma":0.0009152262,"domain_scores_codex":[0.9949785,0.0002267588,0.001503994,0.001233431,0.0009887584,0.001068573],"domain_scores_gemma":[0.9876025,0.009788552,0.0007383163,0.0008793665,0.0007136753,0.0002775837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00077156,0.00007575614,0.03927318,0.0676316,0.00008035551,0.001166083,0.0002641134,0.000003299918,0.00004458685,8.94232e-7,0.8857483,0.004940216],"study_design_scores_gemma":[0.01451604,0.001539077,0.1323448,0.4048831,0.001567714,0.0001811746,0.0002188912,0.0003019819,0.00005614435,0.00001580807,0.4436163,0.0007588614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001381829,0.1916043,0.004656088,0.7930392,0.0004625514,0.008662952,0.000104537,0.00007375581,0.00001482799],"genre_scores_gemma":[0.001559279,0.01954326,0.02014672,0.948906,0.004795678,0.001529823,0.002916672,0.0001953966,0.0004071458],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4421321,"threshold_uncertainty_score":0.9996222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299747780882902,"score_gpt":0.3887169763741565,"score_spread":0.2587421982858663,"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."}}