{"id":"W2596733004","doi":"10.1089/jpm.2016.0490","title":"New Evidence on End-of-Life Hospital Utilization for Enhanced Health Policy and Services Planning","year":2017,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"McMaster University","keywords":"Medicine; Advance care planning; End-of-life care; MEDLINE; Health policy; Nursing; Palliative care; Public health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006568095,0.0001804036,0.000925744,0.0002646041,0.0001164453,0.00001057717,0.000203303,0.00006728299,0.00002748456],"category_scores_gemma":[0.005527335,0.0001233792,0.00009376754,0.000113391,0.0002019169,0.0002215743,0.00003199306,0.0001821824,5.505953e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001133444,"about_ca_system_score_gemma":0.0006806048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004982117,"about_ca_topic_score_gemma":0.00002853464,"domain_scores_codex":[0.9982634,0.00005060581,0.0007900795,0.0001648518,0.0005261975,0.0002048594],"domain_scores_gemma":[0.9956511,0.0007663638,0.002338714,0.0002317062,0.0006729968,0.0003391649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006978324,0.0004077152,0.7341216,0.006504317,0.001276059,0.00004950908,0.09532575,0.0000676506,0.02564638,0.005408986,0.006735049,0.1174787],"study_design_scores_gemma":[0.01492602,0.02551923,0.7988016,0.09153476,0.0004071715,0.000008907549,0.009981032,0.0002466298,0.04390356,0.001986295,0.01237105,0.0003137421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.870334,0.03849203,0.04224116,0.04649077,0.0007491086,0.0007199072,0.00002195791,0.00001245011,0.0009386559],"genre_scores_gemma":[0.9828213,0.009170337,0.005288594,0.0009577437,0.001594202,0.000002473002,0.000006442597,0.00001660827,0.0001422967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171649,"threshold_uncertainty_score":0.6617136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2888473745974435,"score_gpt":0.5306113436081454,"score_spread":0.241763969010702,"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."}}