{"id":"W2097827243","doi":"10.1017/s1041610203009608","title":"Cognitively Impaired Older Adults: Risk Profiles for Institutionalization","year":2003,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba; Health Sciences Centre","funders":"","keywords":"Institutionalisation; Dementia; Gerontology; Activities of daily living; Cognition; Cognitive impairment; Medicine; Caregiver burden; Psychology; Clinical psychology; Psychiatry; Disease","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":[0.0004041897,0.0001439393,0.0001418333,0.0002651792,0.0001215904,0.00005267846,0.00009990919,0.00008124761,0.0008292383],"category_scores_gemma":[0.001158097,0.0001322734,0.0001478221,0.0002817232,0.0000587715,0.0001692773,0.00001518009,0.0001168919,0.00008784448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017181,"about_ca_system_score_gemma":0.0001928809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009313634,"about_ca_topic_score_gemma":0.000001858919,"domain_scores_codex":[0.9985087,0.0000560438,0.0003023157,0.0003584457,0.0005382071,0.0002362707],"domain_scores_gemma":[0.998023,0.0001132792,0.0001373365,0.0001111758,0.001495427,0.0001198326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004015412,0.003179691,0.8408583,0.0002782293,0.0008827578,0.00002999223,0.0004399192,0.00001340882,0.0008721367,0.03164993,0.0470504,0.07072982],"study_design_scores_gemma":[0.01779686,0.0007441035,0.7730808,0.0002487434,0.000242076,0.00007807831,0.0004703526,0.00104734,0.00507026,0.00441506,0.1964034,0.0004028328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7810214,0.000413151,0.1721634,0.001347783,0.002593502,0.003196729,0.0006632403,0.0001444317,0.03845637],"genre_scores_gemma":[0.9911975,0.0002598659,0.00455427,0.0004674444,0.0005941219,0.0003911941,0.0006268832,0.00002495371,0.00188381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101761,"threshold_uncertainty_score":0.9079577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411923867100775,"score_gpt":0.3316044294216101,"score_spread":0.3174851907506024,"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."}}