{"id":"W182600583","doi":"10.1007/978-0-387-76978-3_32","title":"Improving Accuracy for Identifying Cognitive Impairment","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Mental Health & Substance Use Services; University of British Columbia","funders":"","keywords":"Psychology; Cognition; Neuropsychology; Misattribution of memory; Clinical psychology; Cognitive psychology; Normative; Population; Neuropsychological test; Attribution; Test (biology); Sine qua non; Developmental psychology; Psychiatry; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002394669,0.001296468,0.0008488909,0.001343381,0.0002624086,0.00164495,0.001254729,0.001125797,0.0110792],"category_scores_gemma":[0.009427584,0.0003481783,0.000476728,0.000868395,0.00048001,0.002233002,0.0006571117,0.001612386,0.01008386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000844372,"about_ca_system_score_gemma":0.0006030035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004067012,"about_ca_topic_score_gemma":0.005709184,"domain_scores_codex":[0.9989096,0.0002576837,0.00005892172,0.0001925397,0.0005333553,0.00004782628],"domain_scores_gemma":[0.9949517,0.00357734,0.0001249828,0.0002729311,0.001019329,0.00005367166],"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":[0.00007764401,0.00003598585,0.002084765,0.0001588314,0.00004686962,0.00004588631,0.00007505024,0.002606585,0.001731732,0.009166854,0.1086972,0.8752727],"study_design_scores_gemma":[0.00006124103,0.0003263618,0.02208166,0.0009889724,0.0004552295,0.003441262,0.0003366905,0.1175067,0.03533804,0.2213144,0.5979234,0.0002261179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02490498,0.1012133,0.4858884,0.02100913,0.008749885,0.0001871107,0.003790628,0.01013105,0.3441256],"genre_scores_gemma":[0.1503505,0.04500993,0.433563,0.007314649,0.004969724,0.0001945146,0.003667223,0.001792122,0.3531382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0110792,"threshold_uncertainty_score":0.0370636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375729458590339,"score_gpt":0.399474302252497,"score_spread":0.2619013563934631,"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."}}