{"id":"W4221076151","doi":"10.1192/bjo.2022.33","title":"Cultural modification of neuropsychiatric assessment: complexities to consider","year":2022,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Cognition; Montreal Cognitive Assessment; Affect (linguistics); Psychology; Cultural sensitivity; Cultural diversity; Cognitive impairment; Clinical psychology; Psychiatry; Psychotherapist; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003363923,0.00008086485,0.0001859413,0.0001364299,0.0001822124,0.00005281107,0.0002785962,0.0000109007,0.003680174],"category_scores_gemma":[0.00002480021,0.00007174886,0.00005072011,0.0004065808,0.00004291924,0.00009620714,0.0003921609,0.0001452925,0.00004379286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005076214,"about_ca_system_score_gemma":0.0001591431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568756,"about_ca_topic_score_gemma":0.00000462935,"domain_scores_codex":[0.9987469,0.0001447978,0.0002226284,0.0002268144,0.0004758009,0.000183013],"domain_scores_gemma":[0.9993834,0.00003309151,0.00006631503,0.0002426271,0.0001719399,0.0001026169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002281011,0.003792143,0.5680984,0.0002612626,0.0003835296,0.00006226072,0.001856495,0.00008593975,0.0435581,0.06084482,0.2756377,0.0431384],"study_design_scores_gemma":[0.002322074,0.001435055,0.9090855,0.00001613955,0.00005125805,0.00004778385,0.002969717,0.0001913911,0.0004867677,0.001014384,0.08226014,0.0001198138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7950417,0.00005149466,0.0002467662,0.007156059,0.0001760568,0.002654684,0.00005057723,0.00002152637,0.1946012],"genre_scores_gemma":[0.9892198,0.000006694896,0.00208699,0.001573761,0.00003698815,0.0004276115,0.00008612333,0.00001217685,0.006549824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3409871,"threshold_uncertainty_score":0.9972306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335694758596514,"score_gpt":0.4689997977674401,"score_spread":0.3354303219077887,"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."}}