{"id":"W1970938282","doi":"10.1111/j.1527-5299.2005.03844.x","title":"Emergency Department Observation of Heart Failure: Preliminary Analysis of Safety and Cost","year":2005,"lang":"en","type":"article","venue":"Congestive Heart Failure","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Medicine; Emergency department; Triage; Heart failure; Emergency medicine; Randomized controlled trial; Acute decompensated heart failure; Clinical trial; Medical emergency; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002134337,0.0001996056,0.0007304698,0.0001990299,0.00009174456,0.000002321783,0.00004959589,0.0001068681,0.0003991063],"category_scores_gemma":[0.0002087365,0.0001763401,0.0002270044,0.0007829804,0.0001638071,0.0001264131,0.00006594322,0.0001415621,0.000006370841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004167953,"about_ca_system_score_gemma":0.00005222849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004085926,"about_ca_topic_score_gemma":0.0003710423,"domain_scores_codex":[0.998565,0.0000670363,0.0005730955,0.0003200135,0.0002598824,0.0002149554],"domain_scores_gemma":[0.9988029,0.0001011941,0.0001530506,0.0002819837,0.0005466866,0.0001142083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005060774,0.0002540625,0.8627681,0.0002211945,0.002006567,0.000002997218,0.0007962226,0.0001889304,0.008179706,0.0004446695,0.1229297,0.001701771],"study_design_scores_gemma":[0.0006243404,0.000504993,0.8020249,0.00009752058,0.001922546,0.000007118144,0.0005723559,0.0004217893,0.003499235,0.00001255721,0.1901641,0.0001485912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638419,0.006017135,0.0002253383,0.02842094,0.0001179652,0.0008318514,0.0002226537,0.00003932387,0.0002828517],"genre_scores_gemma":[0.9926413,0.00103398,0.005457511,0.0002430224,0.00009434576,0.00003679826,0.0001858632,0.0000149115,0.0002922536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06723434,"threshold_uncertainty_score":0.719094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089197355635415,"score_gpt":0.2919164367478686,"score_spread":0.2710244631915145,"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."}}