{"id":"W3160208814","doi":"10.1002/mdc3.13240","title":"Multiculturalism: A Challenge for Cognitive Screeners in Parkinson's Disease","year":2021,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Baycrest Hospital; Ontario Brain Institute; Toronto Western Hospital","funders":"","keywords":"Montreal Cognitive Assessment; Neuropsychology; Cognition; Psychology; Immigration; Dementia; Medicine; Cognitive impairment; Clinical psychology; Disease; Psychiatry; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006085412,0.0002809788,0.0004903593,0.00006676657,0.0001097222,0.00004263161,0.00008033083,0.0001301098,0.0001480602],"category_scores_gemma":[0.006983002,0.0002484738,0.0003893469,0.0002249005,0.00008224619,0.0003101498,0.00008591778,0.0002847551,0.00005048289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009314688,"about_ca_system_score_gemma":0.0002609156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007908702,"about_ca_topic_score_gemma":0.0002131145,"domain_scores_codex":[0.9973374,0.0002850558,0.0006589189,0.0008366607,0.0004306237,0.0004513664],"domain_scores_gemma":[0.9969102,0.00165559,0.0002350684,0.000338427,0.0003150131,0.0005456748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04956181,0.1120789,0.3115258,0.00123189,0.006262721,0.00860651,0.001996614,0.00008255981,0.0001886046,0.01000037,0.01436501,0.4840993],"study_design_scores_gemma":[0.0334255,0.001317361,0.3278306,0.0004439002,0.002238326,0.000003617939,0.006967079,0.001769025,0.00009404763,0.005178085,0.6201006,0.0006318616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.806877,0.01284094,0.004494472,0.1497087,0.001415715,0.007241131,0.0006354621,0.0002728821,0.01651377],"genre_scores_gemma":[0.964594,0.004698227,0.005696426,0.02293876,0.0001575868,0.00058923,0.0004576168,0.00004579583,0.0008223465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6057355,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06239312541647689,"score_gpt":0.3981156719726819,"score_spread":0.335722546556205,"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."}}