{"id":"W4226055000","doi":"10.1002/dad2.12310","title":"Vascular cognitive impairment and dementia: An early career researcher perspective","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Aging; Medical Research Council; Canadian Institutes of Health Research","keywords":"Dementia; Neuroimaging; Vascular dementia; Perspective (graphical); Cognitive impairment; Cognition; Medicine; Biomarker; Clinical trial; Psychological intervention; Disease; Psychology; Neuroscience; Pathology; Psychiatry; Biology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0222497,0.0005826864,0.001172139,0.003067561,0.003117564,0.008680232,0.001285478,0.008046429,0.006915971],"category_scores_gemma":[0.02743956,0.0003459878,0.0006585333,0.001678245,0.004919284,0.01007981,0.005854749,0.01505351,0.001772977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002185852,"about_ca_system_score_gemma":0.008905687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001812106,"about_ca_topic_score_gemma":0.004947565,"domain_scores_codex":[0.9930208,0.004172516,0.0004604353,0.0003698125,0.001032576,0.0009436997],"domain_scores_gemma":[0.9630946,0.01624477,0.001379738,0.0006863447,0.006256689,0.01233783],"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":[0.0002898369,0.0007945699,0.009759504,0.003291459,0.0000862351,0.002060811,0.01656243,0.0001508398,0.0005047817,0.1105992,0.5878919,0.2680084],"study_design_scores_gemma":[0.00007017849,0.0007996865,0.004398645,0.008981189,0.0000677343,0.003460928,0.02949995,0.0001331177,0.0002267177,0.05831094,0.8939728,0.00007804183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002882927,0.136538,0.0006382076,0.8338915,0.01920238,0.0000235981,0.00004818475,0.00001992465,0.006755395],"genre_scores_gemma":[0.06639571,0.4106713,0.0036369,0.4305906,0.07489838,0.0001000874,0.00008949064,0.00005350757,0.0135641],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0222497,"threshold_uncertainty_score":0.117669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968518098554223,"score_gpt":0.3353431702972511,"score_spread":0.2956579893117089,"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."}}