{"id":"W4414714395","doi":"10.1016/j.cjca.2025.08.245","title":"P156 IMPACT OF A MULTIFACETED QUALITY IMPROVEMENT INITIATIVE ON ACCELERATING DETECTION, DIAGNOSIS, AND MANAGEMENT OF TRANSTHYRETIN CARDIAC AMYLOIDOSIS","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cardiac amyloidosis; Transthyretin; Amyloidosis; Heart failure; Quality management; Quality of life (healthcare)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03516994,0.0006774731,0.0009849843,0.001455886,0.001827749,0.004822107,0.001848123,0.002946223,0.005197194],"category_scores_gemma":[0.08977599,0.000356944,0.002512918,0.001692621,0.001016562,0.002179188,0.006627298,0.004045291,0.0004472265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007411407,"about_ca_system_score_gemma":0.05498868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04067419,"about_ca_topic_score_gemma":0.04287454,"domain_scores_codex":[0.9674457,0.01731042,0.0029633,0.001808903,0.006270174,0.004201608],"domain_scores_gemma":[0.8554056,0.03008661,0.02433258,0.00570612,0.02550859,0.05896049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004355378,0.01023282,0.4154859,0.002001386,0.002796737,0.000370695,0.00118072,0.004146171,0.0008542421,0.003778699,0.09121816,0.463579],"study_design_scores_gemma":[0.006785149,0.007336596,0.9391279,0.003395254,0.001949732,0.0002756648,0.001501305,0.0064366,0.0007162203,0.00265303,0.02959899,0.0002235832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3971956,0.01213346,0.006568739,0.5392395,0.009764248,0.002739305,0.008754577,0.001002882,0.02260173],"genre_scores_gemma":[0.9300506,0.003382063,0.01787274,0.03946123,0.003643101,0.001066804,0.002879486,0.00008893429,0.001555078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04067419,"threshold_uncertainty_score":0.1859987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282558995813599,"score_gpt":0.3066538838849081,"score_spread":0.2838282939267721,"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."}}