{"id":"W4403629427","doi":"10.1101/2024.10.18.24315782","title":"Outcomes of patients with calcific aortic valve disease according to the extent of cardiac damage","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Heart Foundation of New Zealand","keywords":"Cardiology; Internal medicine; Medicine; Disease; Aortic valve","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":[0.0006126869,0.0002100733,0.0002765927,0.001273575,0.0002594344,0.0004565966,0.000240508,0.0003065708,0.001139182],"category_scores_gemma":[0.002337045,0.0001101657,0.0003551815,0.0009053632,0.0003746286,0.0004068392,0.0005406363,0.0004337212,0.0001357269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265696,"about_ca_system_score_gemma":0.000254058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317315,"about_ca_topic_score_gemma":0.003398561,"domain_scores_codex":[0.9995763,0.00009462659,0.00006358626,0.0001073338,0.00007333994,0.00008488633],"domain_scores_gemma":[0.9973303,0.0004468332,0.001384857,0.000106147,0.0002028151,0.0005290992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008072272,0.000006680049,0.999275,0.000004746193,0.00002001426,0.0000287024,0.00001696386,0.00004355382,0.00004979475,0.00001474943,0.00003794614,0.0004210482],"study_design_scores_gemma":[0.000004637695,0.0000385126,0.9994461,0.000004861436,0.00001229583,0.0001568922,0.00005555078,0.0001366529,0.00002557248,0.00006440291,0.0000518705,0.000002730024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987832,0.0002243183,0.00005230876,0.00005738362,0.00000516555,0.000006835415,0.0005243045,0.000001981275,0.0003445757],"genre_scores_gemma":[0.9994214,0.00003727238,0.00002414647,0.000009952223,0.00001081898,0.000003333078,0.0004538549,4.254139e-7,0.00003887979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002317315,"threshold_uncertainty_score":0.004607618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469064628339042,"score_gpt":0.3196549963881687,"score_spread":0.3049643501047783,"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."}}