{"id":"W4409656021","doi":"10.1016/j.inpsyc.2025.100080","title":"Mild cognitive impairment and dementia: Recent findings on assessment, diagnosis, risk factors and predictors","year":2025,"lang":"en","type":"editorial","venue":"International Psychogeriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Dementia; Cognitive impairment; Medicine; Cognitive Assessment System; Risk assessment; Cognition; Clinical psychology; Psychiatry; Internal medicine; Disease; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008878735,0.0006073808,0.0006094396,0.0009716386,0.0002221411,0.0002800336,0.0002484865,0.0006080629,0.0006681859],"category_scores_gemma":[0.001489049,0.00052389,0.0001922166,0.0003610649,0.0001537751,0.0001450592,0.0002938964,0.001451085,0.00001410243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004007,"about_ca_system_score_gemma":0.0004825653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001187443,"about_ca_topic_score_gemma":0.00001409208,"domain_scores_codex":[0.9953734,0.0002051143,0.0006477613,0.001155654,0.002127908,0.0004902082],"domain_scores_gemma":[0.996182,0.001907732,0.0003427936,0.0002357278,0.0009851861,0.000346568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004166071,0.0006176775,0.4829684,0.000125427,0.001677789,0.00001835528,0.00005034575,1.134578e-7,0.000002225138,0.00002248099,0.5106103,0.003490258],"study_design_scores_gemma":[0.005160481,0.001515288,0.5557526,0.0007211581,0.001330213,0.000002343788,0.0001389908,0.00001617903,0.00007731402,0.0001295801,0.4348153,0.0003405436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.4479785,0.001629906,0.0002378968,0.001423173,0.530576,0.002525843,0.005599821,0.0001214546,0.00990742],"genre_scores_gemma":[0.3375359,0.2651981,0.0005640078,0.000797476,0.375123,0.001545586,0.01275277,0.0002367392,0.006246485],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2635681,"threshold_uncertainty_score":0.9997213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310348326563035,"score_gpt":0.3571268338097459,"score_spread":0.3440233505441155,"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."}}