{"id":"W3134060478","doi":"10.1111/jnp.12243","title":"How impaired is too impaired? Exploring futile neuropsychological test patterns as a function of dementia severity and cognitive screening scores","year":2021,"lang":"en","type":"article","venue":"Journal of Neuropsychology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Dementia; Neuropsychology; Cognition; Psychology; Montreal Cognitive Assessment; Neuropsychological testing; Neuropsychological assessment; Cognitive test; Clinical psychology; Neuropsychological test; Set (abstract data type); Gerontology; Psychiatry; Medicine; Cognitive impairment; Disease; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003548641,0.0002834007,0.000405128,0.002042198,0.000313406,0.001225001,0.0005500325,0.0005515176,0.0009458758],"category_scores_gemma":[0.01289002,0.0002060909,0.0006762671,0.001552898,0.0005781072,0.00158449,0.001177224,0.0008113779,0.0001563639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048594,"about_ca_system_score_gemma":0.0002922737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003817597,"about_ca_topic_score_gemma":0.006593628,"domain_scores_codex":[0.9986412,0.0005316922,0.0002099244,0.0001835442,0.0002169441,0.0002167615],"domain_scores_gemma":[0.9898468,0.003900144,0.004508535,0.0004887056,0.0006107662,0.0006450595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001079938,0.00001798768,0.9975597,0.000006204721,0.00004289226,0.00004717335,0.0002208803,0.00005671523,0.00005903792,0.00001880744,0.00002545476,0.001837236],"study_design_scores_gemma":[0.000001043682,0.00006506137,0.9989221,0.000006619932,0.0000123885,0.0001367306,0.0004528372,0.0002756692,0.00003101367,0.0000504673,0.00004299704,0.000003056068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994346,0.0001213649,0.00009410377,0.00003443251,0.000001356241,0.000004532762,0.00008247187,0.000001233796,0.0002258864],"genre_scores_gemma":[0.9997608,0.00003357393,0.00004354675,0.000008698269,0.000002651684,0.000002799841,0.00009272668,9.87236e-7,0.00005430656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003817597,"threshold_uncertainty_score":0.01876724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06814948986021442,"score_gpt":0.3340726811542684,"score_spread":0.265923191294054,"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."}}