{"id":"W2143169721","doi":"10.5770/cgj.17.93","title":"Precipitating and Predisposing Events and Symptoms For Admission to Assisted Living or Nursing Home Care","year":2013,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Dementia; Nursing homes; Severe dementia; Gerontology; Family medicine; Nursing; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005003051,0.000209053,0.0003131915,0.0006073993,0.002273165,0.0001705802,0.0001343437,0.0002350399,0.0001543007],"category_scores_gemma":[0.000971594,0.000180679,0.00005776374,0.0003637255,0.00002366018,0.0002949357,0.0000396141,0.000456772,0.000009373252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000988634,"about_ca_system_score_gemma":0.001514403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005074806,"about_ca_topic_score_gemma":0.005927084,"domain_scores_codex":[0.9978945,0.0002040508,0.0005220696,0.0003014847,0.0001940295,0.0008838795],"domain_scores_gemma":[0.9966255,0.0006530055,0.0002448385,0.0001446255,0.0005045858,0.001827472],"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":[0.0001585405,0.00003479132,0.1262486,0.0007587798,0.00007186489,0.00002270447,0.09685193,0.00001321148,0.0006084152,0.00005439555,0.0458046,0.7293722],"study_design_scores_gemma":[0.001711639,0.0008182669,0.9300219,0.004069527,0.0002138185,0.0002631156,0.05263734,0.0003219766,0.000007710136,0.0005452159,0.008718811,0.0006706445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908932,0.002086502,0.000883144,0.00154543,0.002819979,0.001288441,0.0000504019,0.00003537343,0.0003975731],"genre_scores_gemma":[0.9910861,0.00007257422,0.006379369,0.0003082838,0.001257221,0.00007190067,0.00001176151,0.00005980341,0.0007529985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8037734,"threshold_uncertainty_score":0.9990258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02857527231328269,"score_gpt":0.3497537949832133,"score_spread":0.3211785226699306,"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."}}