{"id":"W3126841512","doi":"10.1002/ejhf.2113","title":"Use of biomarkers to diagnose and manage cardiac amyloidosis","year":2021,"lang":"en","type":"review","venue":"European Journal of Heart Failure","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cardiac amyloidosis; Heart failure; Amyloidosis; Intensive care medicine; Internal medicine; 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":[0.0006217611,0.0005058539,0.001763805,0.0002830639,0.00006184544,0.00009219651,0.0003320715,0.0001517716,0.00003523797],"category_scores_gemma":[0.0004600315,0.0004091047,0.001201622,0.0002814153,0.00009752636,0.00001453591,0.0004103841,0.0002765451,0.00002315928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003877196,"about_ca_system_score_gemma":0.00013093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008337538,"about_ca_topic_score_gemma":0.000005460106,"domain_scores_codex":[0.9966645,0.001278107,0.001003345,0.000465385,0.0002770749,0.0003115746],"domain_scores_gemma":[0.9979512,0.0001710343,0.0007053374,0.0006309004,0.0002028522,0.0003386521],"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":[0.00004176294,0.0002311537,0.003114099,0.002532945,0.004598993,0.0006316259,0.00007346248,0.000004979916,0.001104838,0.000007519159,0.5536811,0.4339775],"study_design_scores_gemma":[0.0002568732,0.0004524608,0.0004463935,0.004290826,0.001160913,0.0002217645,0.00005008575,3.209901e-8,0.0005762924,1.95719e-7,0.9922104,0.0003336961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003039126,0.9952068,0.00002391664,0.0008262743,0.0003039126,0.0003835318,0.0001609843,0.000005900165,0.00004956754],"genre_scores_gemma":[0.0004877981,0.9900827,0.008329985,0.000264928,0.0003450463,0.00001001473,0.0000785699,0.0001307547,0.0002702232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4385294,"threshold_uncertainty_score":0.9998361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03264408103094623,"score_gpt":0.2962326810794957,"score_spread":0.2635886000485494,"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."}}