{"id":"W2589893074","doi":"10.1016/j.jamda.2016.12.046","title":"Reducing Emergency Room Visits at End-of-Life and Hospital Deaths for Long Term Care Residents","year":2017,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Workload; Palliative care; Psychological intervention; Long-term care; End-of-life care; Advance care planning; Medical emergency; Quality of life (healthcare); Nursing; Emergency department; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001087946,0.0001837767,0.0002470055,0.0003703273,0.0007422719,0.0005926811,0.0005780091,0.0008852135,0.004324425],"category_scores_gemma":[0.009796903,0.0001741489,0.00073094,0.0003355062,0.0001854021,0.0005500742,0.001010159,0.001104408,0.0002489371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008064954,"about_ca_system_score_gemma":0.002985939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01662329,"about_ca_topic_score_gemma":0.04632165,"domain_scores_codex":[0.9991679,0.0003221922,0.00004921404,0.00006096034,0.0001438216,0.0002559595],"domain_scores_gemma":[0.9965072,0.000647805,0.0009472203,0.00008334334,0.0005206247,0.001293669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005507668,0.001924788,0.8534738,0.0003215865,0.0002982987,0.0001071683,0.0008596078,0.000267597,0.0002702797,0.0003352468,0.02764934,0.1139415],"study_design_scores_gemma":[0.0001065102,0.0004198918,0.9942774,0.0001639969,0.000145339,0.00006203471,0.001611507,0.0002615849,0.00008929523,0.0001353533,0.002719351,0.000007758914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688723,0.002793163,0.0002130006,0.01646988,0.0004055488,0.0000884289,0.0005454822,0.00003939025,0.01057288],"genre_scores_gemma":[0.9937471,0.001258428,0.0005064695,0.002393804,0.0003076722,0.00005473586,0.000371965,0.00000594564,0.001353947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01662329,"threshold_uncertainty_score":0.03305304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399770764588229,"score_gpt":0.3920967207782448,"score_spread":0.3580990131323625,"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."}}