{"id":"W4416599798","doi":"10.5858/arpa.2025-0275-cp","title":"Laboratory Workup of Amyloidosis","year":2025,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"Servier; Apellis Pharmaceuticals; Genentech; Mersana Therapeutics; Ionis Pharmaceuticals; Cleveland Clinic; Alexion Pharmaceuticals; GlaxoSmithKline","keywords":"Amyloidosis; AL amyloidosis; Guideline; MEDLINE; Clinical Practice","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":[0.01849722,0.001147874,0.001646159,0.005195383,0.001202061,0.0020542,0.002695316,0.00389271,0.005536916],"category_scores_gemma":[0.06838746,0.0004800306,0.002691215,0.002167966,0.001622636,0.002480879,0.002080237,0.004238263,0.002816238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00229439,"about_ca_system_score_gemma":0.008458499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009096863,"about_ca_topic_score_gemma":0.01330271,"domain_scores_codex":[0.9779211,0.01022099,0.006206302,0.0008477348,0.004255726,0.0005481293],"domain_scores_gemma":[0.9530188,0.01769604,0.008660873,0.001521341,0.01781129,0.001291622],"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":[0.0003358194,0.0002048282,0.01448818,0.04562804,0.000775793,0.001825341,0.001146819,0.001821656,0.001515837,0.009702872,0.378085,0.5444698],"study_design_scores_gemma":[0.0003930441,0.0003843342,0.02001008,0.1988043,0.00165644,0.004789143,0.000958994,0.001152912,0.002076927,0.0142383,0.7553367,0.0001987607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01068323,0.5136738,0.05002787,0.2777979,0.01492983,0.008085106,0.008773874,0.001068754,0.1149596],"genre_scores_gemma":[0.1483366,0.5284608,0.1707689,0.1171115,0.008919821,0.006086703,0.009549929,0.0002128178,0.01055299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01849722,"threshold_uncertainty_score":0.0978238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006385118629197698,"score_gpt":0.271688889726567,"score_spread":0.2653037710973692,"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."}}