{"id":"W2126616096","doi":"10.1001/archinternmed.2010.365","title":"Resource Use in the Last 6 Months of Life Among Patients With Heart Failure in Canada","year":2010,"lang":"en","type":"article","venue":"Archives of Internal Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Heart failure; Emergency medicine; Comorbidity; Population; Indirect costs; Multivariate analysis; Health care; Outpatient visits; Internal medicine; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343565,0.0002287388,0.0003103246,0.001394244,0.001398109,0.0009311248,0.0008648871,0.0003476877,0.001599113],"category_scores_gemma":[0.001824648,0.0001536131,0.0004858706,0.003523693,0.0003598577,0.0003139264,0.0007009917,0.0006474328,0.0001392043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01918872,"about_ca_system_score_gemma":0.01790822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900199,"about_ca_topic_score_gemma":0.9937743,"domain_scores_codex":[0.9993457,0.00005554054,0.00005441727,0.00005631379,0.0002581404,0.000229873],"domain_scores_gemma":[0.9979366,0.0001056785,0.0005242534,0.00002700272,0.0007679835,0.0006384896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004122967,0.00002034991,0.9931697,0.00004515683,0.00004607673,0.0001020297,0.0001925105,0.0002037546,0.00005544895,0.00004766129,0.001932318,0.004143717],"study_design_scores_gemma":[0.000003946287,0.000008023178,0.9988794,0.00003037816,0.00001233788,0.00004611207,0.000299112,0.0002090192,0.000012031,0.00001082994,0.0004833971,0.000005329644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794964,0.003316726,0.00009031126,0.00192094,0.00003615516,0.00004504855,0.0109509,0.00001429475,0.00412915],"genre_scores_gemma":[0.9954128,0.001109598,0.0001168272,0.000243656,0.00001523513,0.00001226753,0.002647014,0.000002865302,0.0004398098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01918872,"threshold_uncertainty_score":0.1392246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005998719722755716,"score_gpt":0.2091967528479269,"score_spread":0.2031980331251712,"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."}}