{"id":"W2077521069","doi":"10.1016/j.carpath.2006.05.001","title":"New frontiers in the pathology and therapy of heart valve disease: 2006 Society for Cardiovascular Pathology, Distinguished Achievement Award Lecture, United States–Canadian Academy of Pathology, Atlanta, GA, February 12, 2006","year":2006,"lang":"en","type":"article","venue":"Cardiovascular Pathology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"valvular heart disease; Medicine; Atlanta; Disease; Pathology; Cardiac valve; Heart valve; Regeneration (biology); Intensive care medicine; Cardiology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002140357,0.0007005816,0.002449017,0.0005383155,0.0002249019,0.00002219478,0.0003308628,0.0006547585,0.000008689849],"category_scores_gemma":[0.0001712057,0.0005624807,0.01072802,0.0006225607,0.000827216,0.00006913255,0.0001132701,0.0005487857,0.000002601666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001934891,"about_ca_system_score_gemma":0.0004121306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009258581,"about_ca_topic_score_gemma":0.0002032738,"domain_scores_codex":[0.9949007,0.001171852,0.0009504778,0.001243402,0.0005869275,0.00114666],"domain_scores_gemma":[0.9975246,0.0002115975,0.00024906,0.001311888,0.0002390034,0.0004638603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001314823,0.0009123902,0.9076702,0.0005795837,0.02023698,0.00477686,0.0009207039,0.004527266,0.0003755919,0.0003778297,0.03969581,0.01861197],"study_design_scores_gemma":[0.01065813,0.000532877,0.9366511,0.00009224913,0.006995338,0.00132923,0.0003801583,0.00008575147,0.0001283957,0.001905962,0.04068857,0.0005522862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7423723,0.2383099,0.01167161,0.001659937,0.0004569221,0.003346881,0.002037077,0.00006233803,0.0000830241],"genre_scores_gemma":[0.9713587,0.01439356,0.005646904,0.003055174,0.0006087163,0.0005830083,0.004134914,0.0001652426,0.0000537595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289864,"threshold_uncertainty_score":0.9996827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270471416729619,"score_gpt":0.2669355672786481,"score_spread":0.2542308531113519,"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."}}