{"id":"W2524963905","doi":"10.1093/ageing/afw159.09","title":"54 PROFILING COMMUNICATION ABILITY IN PEOPLE WITH DEMENTIA: DEVELOPMENT OF A NEW INSTRUMENT TO INFORM MANAGEMENT OF COGNITIVE COMMUNICATION DIFFICULTIES","year":2016,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Profiling (computer programming); Medicine; Dementia; Cognition; Gerontology; Psychiatry; Pathology; Disease; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0001937761,0.00006439364,0.0001521732,0.00006479288,0.0000646091,0.000004415005,0.0000527411,0.00001830737,0.0000124093],"category_scores_gemma":[0.00003065229,0.00004285426,0.00001191624,0.0001138092,0.00003622522,0.0000756174,0.0001011283,0.00004138922,0.000001195914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004573482,"about_ca_system_score_gemma":0.00007642248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002011993,"about_ca_topic_score_gemma":0.0007997993,"domain_scores_codex":[0.9993562,0.00002282107,0.0003039971,0.00008834984,0.0001248786,0.0001038094],"domain_scores_gemma":[0.9995068,0.00005634722,0.00009354743,0.0001968596,0.00005319745,0.00009323427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001167649,0.0005302504,0.3388484,0.002394548,0.000196225,0.00004603641,0.04570937,0.000004416528,0.001200822,0.0008985306,0.00002752923,0.6089763],"study_design_scores_gemma":[0.002007813,0.0001015992,0.9889627,0.002828291,0.00005065929,5.570636e-7,0.003960269,0.000006246423,0.00188735,0.00004780816,0.00008997366,0.00005677444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975641,0.0002914934,0.0005217471,0.0003733221,0.000002937791,0.0006526503,0.000001767076,0.000008392118,0.0005836329],"genre_scores_gemma":[0.9887756,0.0001556292,0.01085387,0.00008634291,0.000002322174,0.00004930427,0.00002461511,0.000003905513,0.00004838656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6501143,"threshold_uncertainty_score":0.1747546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824785875684374,"score_gpt":0.2956494777099362,"score_spread":0.2674016189530924,"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."}}