{"id":"W4394996771","doi":"10.1136/svn-2023-002701","title":"VasCog Screen test: sensitive in detecting cognitive impairment in patients who had a stroke or with heart failure","year":2024,"lang":"en","type":"article","venue":"Stroke and Vascular Neurology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Medical Research Council; Medical Research Council","keywords":"Montreal Cognitive Assessment; Stroke (engine); Dementia; Neuropsychology; Medicine; Cognition; Cognitive impairment; Audiology; Heart failure; Rehabilitation; Vascular dementia; Test (biology); Physical medicine and rehabilitation; Physical therapy; Cardiology; Internal medicine; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004204776,0.000260835,0.0004645052,0.0005468951,0.00006677683,0.00005391084,0.00004856339,0.0001359063,0.00008410789],"category_scores_gemma":[0.0001814913,0.0001932727,0.0001060828,0.0003999864,0.000152995,0.0001376676,0.0001140928,0.0007505251,0.00002691547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003727882,"about_ca_system_score_gemma":0.0001547304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000184143,"about_ca_topic_score_gemma":0.0008154953,"domain_scores_codex":[0.9977516,0.0002541128,0.0002792633,0.0006686572,0.0004111259,0.0006352727],"domain_scores_gemma":[0.9991201,0.0003955318,0.00003110452,0.0001491303,0.0001360843,0.0001680951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001651063,0.0003888172,0.9913903,0.000131077,0.0001806542,0.0009311906,0.000329735,0.000001468034,0.000539678,0.000004583385,0.0000848947,0.004366509],"study_design_scores_gemma":[0.007269922,0.01163344,0.9767013,0.0003948666,0.0001547955,0.0001194825,0.0005433731,0.0005519228,0.001433646,0.000004859023,0.001008325,0.0001841225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968063,0.0001403576,0.0000927478,0.0009249162,0.00003886061,0.001325372,0.00006301326,0.00004528421,0.0005631227],"genre_scores_gemma":[0.9982314,0.00005674901,0.00008480936,0.0009853705,0.00005993343,0.00008613888,0.00003226074,0.00003729156,0.0004261037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01468909,"threshold_uncertainty_score":0.7881434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008054318923727913,"score_gpt":0.2650317376914099,"score_spread":0.2569774187676819,"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."}}