{"id":"W4317497839","doi":"10.1136/heartjnl-2022-321566","title":"Severe aortic stenosis management in heart valve centres compared with primary/secondary care centres","year":2023,"lang":"en","type":"article","venue":"Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Edwards Lifesciences","keywords":"Medicine; Internal medicine; Cardiology; Comorbidity; Myocardial infarction; Stenosis; Coronary artery disease; Aortic valve replacement; Population","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":[0.001287316,0.0002156383,0.0005206634,0.0007775698,0.0005414248,0.0009213129,0.0004731344,0.0005072714,0.003418411],"category_scores_gemma":[0.004531244,0.0001809261,0.0006640975,0.0008953162,0.0005010064,0.0003983655,0.001111608,0.0005160944,0.0002511619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008507262,"about_ca_system_score_gemma":0.001105955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531884,"about_ca_topic_score_gemma":0.008918795,"domain_scores_codex":[0.9977782,0.0007387467,0.0002565189,0.0004880932,0.0003029276,0.0004354671],"domain_scores_gemma":[0.9941865,0.0007252244,0.002795212,0.0001487317,0.0003028463,0.00184144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002984103,0.0001241058,0.9973785,0.00003508196,0.00009172817,0.0000929563,0.0001332333,0.00005082032,0.0001337424,0.00003276922,0.000211287,0.001417458],"study_design_scores_gemma":[0.00005398863,0.0004641952,0.9985871,0.0000190855,0.0000269855,0.0002220365,0.0003886125,0.00008241678,0.00002982895,0.00002367569,0.00009836558,0.000003695344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992585,0.0002032958,0.00003052548,0.00008125175,0.000008963492,0.00001314753,0.0001011153,0.000001703616,0.0003016448],"genre_scores_gemma":[0.9996101,0.00006063715,0.00003734863,0.00005948446,0.00002228118,0.000009002273,0.0001401924,8.182928e-7,0.00006021211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00531884,"threshold_uncertainty_score":0.01143575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296123776000841,"score_gpt":0.2952763942793624,"score_spread":0.282315156519354,"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."}}