{"id":"W2157802779","doi":"10.1108/13660750410516221","title":"The impact of an outpatient heart failure clinic on hospital costs and admissions","year":2004,"lang":"en","type":"article","venue":"Leadership in Health Services","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Hamilton General Hospital","funders":"","keywords":"Medicine; Heart failure; Outpatient clinic; Emergency medicine; Outpatient visits; Cohort; Ambulatory care; Sample size determination; Medical emergency; Intensive care medicine; Health care; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004321597,0.0001497771,0.0002805608,0.00009648524,0.0001211592,0.00001776624,0.00007291211,0.00007685208,0.00003399288],"category_scores_gemma":[0.000024943,0.0000888447,0.00007030894,0.0001615462,0.000044576,0.00008913838,0.00002142262,0.0002144964,0.00002353964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002303517,"about_ca_system_score_gemma":0.0002374199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003467368,"about_ca_topic_score_gemma":0.002520234,"domain_scores_codex":[0.9986943,0.0001019655,0.0003647269,0.0002323977,0.00020943,0.0003971958],"domain_scores_gemma":[0.9990194,0.0001271566,0.000113446,0.0003066673,0.00003164769,0.000401666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003187449,0.009545901,0.8707833,0.0125622,0.0004635408,0.0001001719,0.06869613,0.0004689911,0.0001029304,0.002088836,0.003578983,0.02842161],"study_design_scores_gemma":[0.006100654,0.02325428,0.9156157,0.006159903,0.00003615482,0.0000110819,0.04232395,0.0001622332,0.0001218193,0.0003186532,0.005658115,0.000237414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725467,0.0006083747,5.503395e-7,0.1256652,0.00006864154,0.001005546,0.000004408588,0.00003191721,0.00006863715],"genre_scores_gemma":[0.9960402,0.0001130012,0.0005665872,0.003084111,0.00005720726,0.00002962884,0.00002159326,0.00001454468,0.00007317095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234935,"threshold_uncertainty_score":0.5241646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06505941325987136,"score_gpt":0.3649594943794524,"score_spread":0.299900081119581,"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."}}