{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000124937,0.0001170124,0.0003386253,0.000183853,0.000009776991,0.000002084394,0.0001363841,0.00001770425,0.0000481983],"category_scores_gemma":[0.0002560169,0.00006103221,0.00002824511,0.000130887,0.0002062404,0.00004454284,0.00003828367,0.0002910731,4.63814e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002066617,"about_ca_system_score_gemma":0.0001300671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6638347,"about_ca_topic_score_gemma":0.9548536,"domain_scores_codex":[0.9989176,0.00005539257,0.0003509857,0.0001391372,0.0003674616,0.0001694425],"domain_scores_gemma":[0.9991317,0.0003787626,0.00009725308,0.0002705276,0.00002427236,0.00009749538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004322933,0.0001507893,0.9923355,0.000049853,0.00003929787,0.00003135669,0.001173849,0.000006263479,0.0003000832,0.00005064408,0.004754418,0.0006756621],"study_design_scores_gemma":[0.003518409,0.0005980799,0.9829643,0.0007931357,0.00002936939,0.000002757927,0.001211283,0.00005130221,0.0001345927,0.00000999346,0.01063913,0.00004769309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921628,0.00001396014,0.0000102475,0.005754709,0.00004461138,0.0004296885,0.000004308892,0.000003266576,0.001576413],"genre_scores_gemma":[0.9983727,0.00000283655,0.0006849244,0.0007713196,0.00004282195,0.00001216219,0.0000127349,0.000009433842,0.00009108357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.291019,"threshold_uncertainty_score":0.3384039,"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."}}