{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001495849,0.00103256,0.00196617,0.002245174,0.0002155234,0.001276938,0.001183467,0.001581682,0.00187662],"category_scores_gemma":[0.002813325,0.0002647303,0.0008777923,0.001341074,0.0005358388,0.001538115,0.00078699,0.002624701,0.001291389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006541808,"about_ca_system_score_gemma":0.00101969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006991892,"about_ca_topic_score_gemma":0.000784955,"domain_scores_codex":[0.9994931,0.000126896,0.00009320226,0.0000809499,0.0001697688,0.0000360034],"domain_scores_gemma":[0.9987327,0.0007746125,0.0001283526,0.00003133548,0.0002804067,0.00005252812],"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":[0.0001059082,0.00007863308,0.0004008843,0.01285955,0.0001715975,0.0001837537,0.00005609158,0.0003490668,0.0005629238,0.002329848,0.01968569,0.963216],"study_design_scores_gemma":[0.00005945557,0.0002042128,0.001827768,0.0136302,0.0003797453,0.002023326,0.00008596078,0.0002345598,0.0006369412,0.00454821,0.976329,0.00004065607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009434164,0.9987108,0.0001410195,0.0003931487,0.0002123793,0.000005418217,0.00001365488,0.000007715431,0.0004215791],"genre_scores_gemma":[0.0009007513,0.9979989,0.0002462147,0.0003202199,0.0002811852,0.00001298649,0.00003260588,0.000002052889,0.0002050162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002245174,"threshold_uncertainty_score":0.007910907,"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."}}