{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003797725,0.0002750556,0.0002551944,0.0008597185,0.0006222783,0.0005479105,0.0002648507,0.0002649447,0.0007693725],"category_scores_gemma":[0.001466689,0.0001343442,0.0002474076,0.0007555154,0.0002933463,0.0003017137,0.0005972055,0.0004680257,0.0001075016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004957845,"about_ca_system_score_gemma":0.001028413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04674457,"about_ca_topic_score_gemma":0.07578292,"domain_scores_codex":[0.999763,0.00003665414,0.00002541007,0.00002581554,0.00006598211,0.00008322232],"domain_scores_gemma":[0.9991923,0.00006380173,0.0003877809,0.00002699807,0.0001420008,0.0001871287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000206142,0.00001237557,0.9991627,0.000002028891,0.000005582237,0.00004021212,0.0001274823,0.000009374843,0.00003454831,0.000004255239,0.00002187252,0.0005589863],"study_design_scores_gemma":[0.00000163058,0.00002827451,0.9993326,0.00000345267,0.000005469008,0.0002062161,0.0003183225,0.00003760166,0.00001443528,0.0000123222,0.00003847335,0.000001179114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996867,0.00007634354,0.00001890966,0.000020415,8.516956e-7,0.000007306706,0.00005318102,7.772339e-7,0.0001355237],"genre_scores_gemma":[0.9997078,0.0000557987,0.00004540125,0.00001155501,0.00000221854,0.000004707992,0.0001235578,3.279573e-7,0.0000486227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04674457,"threshold_uncertainty_score":0.09294498,"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."}}