{"id":"W4386758072","doi":"10.1002/ejhf.3036","title":"Practical Algorithms for Early Diagnosis of Heart Failure and Heart Stress Using NT-proBNP: A Clinical Consensus Statement from the Heart Failure Association of the ESC","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":227,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Heart failure; Medicine; Statement (logic); Cardiology; Internal medicine; Algorithm; Intensive care medicine; Computer science","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":[0.004942253,0.0003892046,0.001157759,0.0001828221,0.000302805,0.0001060292,0.0002229866,0.0001554906,0.00008973887],"category_scores_gemma":[0.001735548,0.0002430902,0.0007542325,0.0005104275,0.0002785923,0.0002040195,0.0002541794,0.0008799746,0.00003314584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402091,"about_ca_system_score_gemma":0.0003631046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119458,"about_ca_topic_score_gemma":0.0001263508,"domain_scores_codex":[0.9939525,0.001908361,0.001909316,0.0004544612,0.001175445,0.0005999312],"domain_scores_gemma":[0.9948392,0.002422272,0.001040453,0.0006119053,0.0007480275,0.0003381774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002595788,0.0003610456,0.3684533,0.0001044598,0.0007037221,0.00004937105,0.0004593718,0.00004810955,0.001511513,0.0000284536,0.6278411,0.0001799399],"study_design_scores_gemma":[0.005827269,0.002073313,0.2835982,0.001189753,0.00120349,0.0001580045,0.002773423,0.0003295706,0.002137366,0.00005211452,0.7003873,0.000270212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.650328,0.0001795067,0.0001319615,0.347451,0.0004092258,0.001288955,0.000168257,0.00003420757,0.000008822201],"genre_scores_gemma":[0.8635536,0.00009077627,0.1334591,0.001433614,0.00105182,0.00002287658,0.00003343588,0.0001141176,0.0002405875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3460174,"threshold_uncertainty_score":0.9912932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07453152896729641,"score_gpt":0.360294006343419,"score_spread":0.2857624773761226,"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."}}