{"id":"W4386592556","doi":"10.1080/13607863.2023.2252371","title":"Should we screen aging physicians for cognitive decline?","year":2023,"lang":"en","type":"review","venue":"Aging & Mental Health","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; Carleton University; College of Physicians and Surgeons of Ontario; University of Ottawa","funders":"National Cancer Institute; Royal College of Physicians and Surgeons of Canada; Canadian Medical Association; Harvard University; Alzheimer's Association","keywords":"Cognitive decline; Cognitive aging; Cognition; Gerontology; Psychology; Medicine; Dementia; Psychiatry; Disease","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":[0.01101641,0.001170362,0.004202487,0.006011178,0.0005918308,0.002450542,0.001864513,0.003634978,0.004842208],"category_scores_gemma":[0.05529097,0.0007317771,0.002914975,0.004725354,0.0006164795,0.00304506,0.001062252,0.002268869,0.000691877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002417054,"about_ca_system_score_gemma":0.00929501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006346182,"about_ca_topic_score_gemma":0.01492534,"domain_scores_codex":[0.9947025,0.002150276,0.00159683,0.0003416626,0.001055658,0.0001529158],"domain_scores_gemma":[0.9686409,0.02296096,0.004361915,0.0002954887,0.003363094,0.0003777018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002702427,0.00005389351,0.0007962607,0.5750367,0.002534292,0.0001169556,0.0002047099,0.0001412032,0.0001482731,0.0007024916,0.009865565,0.4101294],"study_design_scores_gemma":[0.00030401,0.0001755992,0.003520009,0.9008934,0.0102729,0.0003842035,0.0004429969,0.00009498873,0.0001445932,0.001129081,0.08260862,0.00002962662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007869009,0.9988524,0.0000368013,0.000697411,0.0001353498,0.0000253453,0.00002569182,0.000001765945,0.0001465688],"genre_scores_gemma":[0.001987564,0.9961166,0.0003423626,0.001196931,0.0001807458,0.00006881732,0.00005282127,0.000001032045,0.00005306099],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01101641,"threshold_uncertainty_score":0.05826104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.546730914647074,"score_gpt":0.5806904466187705,"score_spread":0.03395953197169643,"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."}}