{"id":"W2600680827","doi":"10.1016/j.jamda.2017.02.008","title":"Level of Need, Divertibility, and Outcomes of Newly Admitted Nursing Home Residents","year":2017,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health; University of Toronto; Institute for Clinical Evaluative Sciences; Bruyère; Ottawa Hospital","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Activities of daily living; Dementia; Long-term care; Gerontology; Nursing homes; Cohort; Emergency department; Population; Cohort study; Cognitive impairment; Cognition; Minimum Data Set; Nursing; Physical therapy; Psychiatry; Environmental health; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002128093,0.00009833439,0.000697303,0.0001079944,0.0003980249,0.00001106457,0.0004405178,0.0001176839,0.00004295031],"category_scores_gemma":[0.01326463,0.00006218588,0.0002014244,0.0001608491,0.0002963992,0.0001291515,0.0001219839,0.0004796646,0.000001082513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873114,"about_ca_system_score_gemma":0.0003973877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00675055,"about_ca_topic_score_gemma":0.0002161286,"domain_scores_codex":[0.9970095,0.000640241,0.000846951,0.00009615314,0.001182218,0.0002249708],"domain_scores_gemma":[0.9927867,0.001186116,0.005119086,0.0002797528,0.0004661201,0.000162191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009767643,0.00008295276,0.9736103,0.00002889847,0.0001157691,9.857605e-7,0.001766418,2.975293e-7,0.0003926614,0.00001008286,0.007464597,0.01642936],"study_design_scores_gemma":[0.0008601657,0.0001131536,0.9962642,0.0005131111,0.0001476287,0.000001421409,0.001289469,0.00001039189,0.0001429845,0.0005391309,0.00006141375,0.00005697744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868139,0.0001180847,0.00004329203,0.0107817,0.001876563,0.0001158968,0.00002029867,0.00000542248,0.0002248473],"genre_scores_gemma":[0.9989306,0.0001697323,0.0001431068,0.0001540877,0.0002175611,7.389443e-7,6.679302e-7,0.000009813137,0.000373697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02265385,"threshold_uncertainty_score":0.9998636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06269415086969088,"score_gpt":0.4263690024835886,"score_spread":0.3636748516138977,"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."}}