{"id":"W4224093464","doi":"10.22541/au.165000514.48218438/v1","title":"Long-term Outcomes Following Reoperations for Stentless Aortic Valves.","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Medicine; Surgery; Prosthesis; Aortic valve replacement; Aortic root; Aortic valve; Bentall procedure; Cardiac surgery; Cardiology; Aorta; Stenosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00106561,0.0002974286,0.0005011485,0.001177402,0.0005491627,0.000789366,0.0003818742,0.0005758096,0.001222196],"category_scores_gemma":[0.004546362,0.000154079,0.0007055367,0.0005698264,0.0005376985,0.0005289193,0.0005366565,0.000693238,0.0002556025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002088,"about_ca_system_score_gemma":0.0003075518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008045412,"about_ca_topic_score_gemma":0.001262899,"domain_scores_codex":[0.999422,0.00008277749,0.0001247326,0.00008511031,0.0001530487,0.0001323329],"domain_scores_gemma":[0.9922414,0.001162208,0.004725779,0.0002823216,0.0005443882,0.001043932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001454551,0.00003720492,0.9962006,0.00003494292,0.00006198659,0.0009956962,0.00009145799,0.00004126024,0.0001899065,0.000008781327,0.00005089307,0.002141727],"study_design_scores_gemma":[0.000008095517,0.0004699787,0.9920923,0.00003893301,0.00007412378,0.006576631,0.000229913,0.00008303711,0.0001485025,0.00003431889,0.0002322851,0.00001179137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982102,0.001230841,0.00007922447,0.00003578741,0.00001430128,0.000006182898,0.0001684928,0.000002876648,0.0002521769],"genre_scores_gemma":[0.9990158,0.0003298794,0.00005657895,0.00002878419,0.00003210135,0.000006763814,0.0004389573,0.000001966242,0.00008909909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001222196,"threshold_uncertainty_score":0.00563556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860438944380534,"score_gpt":0.4167737323654925,"score_spread":0.3681693429216872,"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."}}