{"id":"W2965711424","doi":"10.1373/clinchem.2019.306621","title":"Educational Recommendations on Selected Analytical and Clinical Aspects of Natriuretic Peptides with a Focus on Heart Failure: A Report from the IFCC Committee on Clinical Applications of Cardiac Bio-Markers","year":2019,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute for Health and Care Research","keywords":"Natriuretic peptide; Medicine; Heart failure; Position paper; Clinical Practice; Task force; Intensive care medicine; Internal medicine; Cardiology; Pathology; Family 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":[0.001461707,0.0002451517,0.000933086,0.00004175674,0.00006884386,0.00001565759,0.0001619872,0.000307621,0.0002959373],"category_scores_gemma":[0.002133524,0.0001622368,0.0004298587,0.0003612058,0.0005780043,0.00002506649,0.00006845182,0.0008700985,0.00006566397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005483234,"about_ca_system_score_gemma":0.0004905584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002822165,"about_ca_topic_score_gemma":0.00001119601,"domain_scores_codex":[0.9967524,0.0002685889,0.001577119,0.000726831,0.0004523231,0.0002227046],"domain_scores_gemma":[0.9894196,0.008444324,0.0004547487,0.001109545,0.0002785,0.0002932456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129999,0.003117937,0.8954309,0.00006087967,0.001125354,0.000006482629,0.00001180896,7.013903e-7,0.00006464414,0.0007820823,0.09486274,0.003406473],"study_design_scores_gemma":[0.004393274,0.003738256,0.8716669,0.0006458377,0.001436655,0.00002092569,0.00023071,0.00008487795,0.0008188866,0.0008315033,0.1158147,0.0003174437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9049618,0.00005504828,0.0000109907,0.08506986,0.0001369987,0.001195416,0.00007220049,0.00003810853,0.00845963],"genre_scores_gemma":[0.9954408,0.0001137342,0.001909171,0.0006799872,0.0005462744,0.00007498896,0.0003490256,0.00002695756,0.0008590486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09047906,"threshold_uncertainty_score":0.6615823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632255174867126,"score_gpt":0.3613277909931307,"score_spread":0.3350052392444595,"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."}}