{"id":"W1980635467","doi":"10.1097/hco.0b013e3282f43039","title":"Biomarkers in heart failure management","year":2008,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Foothills Medical Centre","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Management of heart failure; Cardiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002884033,0.0005503962,0.002792071,0.001303799,0.00003161004,0.000008683529,0.0001667884,0.0003840955,0.00004616078],"category_scores_gemma":[0.00002250947,0.000451439,0.0007639109,0.0007334996,0.000104616,0.00004019566,0.0002020267,0.0005850615,0.0003775461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005575809,"about_ca_system_score_gemma":0.0001578818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001132702,"about_ca_topic_score_gemma":0.000003751308,"domain_scores_codex":[0.9970708,0.0003931654,0.0008880846,0.0008113832,0.0002387436,0.0005978565],"domain_scores_gemma":[0.9989835,0.00009651696,0.0001261418,0.0006353426,0.00002220976,0.000136316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001851953,0.0001430865,0.001972241,0.02017021,0.0006329452,0.0001560482,0.00002080112,0.000001689654,9.236159e-9,0.0002032175,0.2910332,0.685648],"study_design_scores_gemma":[0.001353078,0.00009375721,0.0006683944,0.01700689,0.0002329053,0.000374752,0.00002462239,0.000001436948,1.272218e-8,0.00001545161,0.9799166,0.0003121042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002464958,0.9908124,0.00002441425,0.0006477917,0.004297638,0.002944768,0.00001504442,0.0000628704,0.00119263],"genre_scores_gemma":[0.000006530904,0.9968012,0.0006619006,0.00002091911,0.0005945985,0.0009291155,0.0008344325,0.00004952094,0.0001017653],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6888834,"threshold_uncertainty_score":0.9997937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09630478483643358,"score_gpt":0.3992397401623473,"score_spread":0.3029349553259137,"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."}}