{"id":"W2728547772","doi":"10.1093/geroni/igx004.4520","title":"LOW DISABILITY AT ADMISSION PREDICTS FASTER DISABLEMENT IN LONG-TERM CARE RESIDENTS","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto","funders":"","keywords":"Medicine; Cognitive impairment; Activities of daily living; Balance (ability); Long-term care; Physical therapy; Bathing; Gerontology; Cognition; Pediatrics; Psychiatry","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":[0.0006529932,0.0002980718,0.0002260558,0.0005847422,0.000637856,0.0007514456,0.0005081575,0.0004780379,0.002384915],"category_scores_gemma":[0.004125939,0.0002248462,0.0005657535,0.0007243828,0.0003181794,0.0004116997,0.000651832,0.0008668916,0.0002907845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009249662,"about_ca_system_score_gemma":0.001072659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08759839,"about_ca_topic_score_gemma":0.1310452,"domain_scores_codex":[0.9996203,0.00007011307,0.00003480501,0.00005605746,0.00008402799,0.0001346955],"domain_scores_gemma":[0.9964975,0.0003090838,0.001945236,0.0001442647,0.0004213333,0.0006826391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003008564,0.00001797514,0.9994665,0.000002345419,0.000009191911,0.00001746189,0.0000589544,0.00001309652,0.00002804312,0.000002712246,0.00005254195,0.0003010756],"study_design_scores_gemma":[0.000001047755,0.00002618315,0.9996421,0.000003458063,0.00000453212,0.00003251229,0.0001456936,0.00009619157,0.00001009004,0.000004588981,0.00003208819,0.000001544761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994769,0.00008619438,0.00002663196,0.00006648483,0.000004118187,0.000003266767,0.0001583289,0.000002025412,0.0001761008],"genre_scores_gemma":[0.9995659,0.00003996096,0.00002605248,0.00001414604,0.000004594499,0.000002519754,0.0002021328,7.70316e-7,0.0001437661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08759839,"threshold_uncertainty_score":0.174177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05024616254470358,"score_gpt":0.4205476101603315,"score_spread":0.3703014476156279,"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."}}