{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0613613,0.0004602341,0.001509113,0.00326597,0.004177052,0.00433701,0.002246933,0.001083983,0.0007007071],"category_scores_gemma":[0.1080853,0.0004299966,0.0007572349,0.001992145,0.005084326,0.004015349,0.005536372,0.002644929,0.0001975396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002568761,"about_ca_system_score_gemma":0.006309564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03364719,"about_ca_topic_score_gemma":0.06196011,"domain_scores_codex":[0.9690912,0.01826445,0.004013093,0.001935672,0.005773012,0.0009225696],"domain_scores_gemma":[0.9155276,0.04556642,0.01062717,0.00515857,0.01899243,0.004127775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000175471,0.0001013318,0.7559182,0.0008222792,0.0002850405,0.001144593,0.05404346,0.0002073123,0.0004262776,0.002233416,0.01004422,0.1745985],"study_design_scores_gemma":[0.00007481663,0.0004153212,0.7976755,0.004995278,0.0003201746,0.007340661,0.1382046,0.002210589,0.0008139886,0.01474145,0.03300941,0.0001982085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7888178,0.03694873,0.009777663,0.1448522,0.002763003,0.000770389,0.0007196013,0.0001517518,0.01519889],"genre_scores_gemma":[0.9760315,0.004506255,0.00863733,0.009098389,0.0007590147,0.0003177802,0.0001780538,0.00003897275,0.000432718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0613613,"threshold_uncertainty_score":0.3245134,"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."}}