{"id":"W4403226841","doi":"10.1016/j.cjca.2024.08.144","title":"COMBINED ECHOCARDIOGRAPHER' AND CLINICANS' EDUCATION LEADS TO MORE PROMPT SUSPICION DIAGNOSIS AND TREATMENT OF PATIENTS WITH ATTR CARDIAC AMYLOIDOSIS; A MULTI-FACETED QUALITY IMPROVEMENT INITIATIVE","year":2024,"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":"Medicine; Cardiac amyloidosis; Quality (philosophy); Amyloidosis; Intensive care medicine; Dermatology; Internal medicine","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":[0.01073169,0.000344794,0.000785816,0.001296366,0.001852411,0.00317763,0.001221442,0.001574139,0.003399288],"category_scores_gemma":[0.03836827,0.0002748383,0.001222534,0.001204566,0.0006253413,0.00132272,0.003199037,0.003473345,0.0003357607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006993288,"about_ca_system_score_gemma":0.02043001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07064009,"about_ca_topic_score_gemma":0.140184,"domain_scores_codex":[0.9921327,0.002905767,0.0009704785,0.0005976664,0.002257732,0.001135603],"domain_scores_gemma":[0.9470922,0.006807507,0.01084099,0.001275721,0.01192121,0.02206238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006199516,0.004620288,0.5548643,0.0007853232,0.000560533,0.00028624,0.001743097,0.0009527461,0.0006849185,0.0009434432,0.07325105,0.3606881],"study_design_scores_gemma":[0.0007238214,0.0009464566,0.9750906,0.00101752,0.0003619505,0.0002751551,0.001246134,0.001315667,0.0003352886,0.0009084037,0.01768772,0.00009134497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5482929,0.01671949,0.008092353,0.3614516,0.004205719,0.001777483,0.004610754,0.001343234,0.05350658],"genre_scores_gemma":[0.9374108,0.005078913,0.01754042,0.03328312,0.002295102,0.0004910125,0.001949742,0.00007303403,0.001877868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07064009,"threshold_uncertainty_score":0.1404578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235600103915471,"score_gpt":0.3056453623734878,"score_spread":0.2832893613343331,"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."}}