{"id":"W2118168408","doi":"10.1161/circulationaha.108.778886","title":"Prosthetic Heart Valves","year":2009,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":769,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; St. Jude Medical; Canada Research Chairs","keywords":"Medicine; Cardiology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001988158,0.00004428281,0.00007841661,0.00002743688,0.00002836091,0.000008150213,0.000006927158,0.00002106827,0.00003958183],"category_scores_gemma":[0.00001139142,0.000038806,0.0002568398,0.00005941429,0.000006288335,0.00003289436,0.000001534543,0.00001989693,0.00009183681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003099286,"about_ca_system_score_gemma":0.00002260131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002303976,"about_ca_topic_score_gemma":3.114455e-8,"domain_scores_codex":[0.9996749,0.000006785125,0.00005998392,0.00009173144,0.00009610125,0.00007053384],"domain_scores_gemma":[0.999784,0.00000358166,0.00001290181,0.0001154984,0.00002843969,0.0000555808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002587862,0.000135021,0.9843729,0.000008204201,0.00004193049,0.000003249252,0.00004047834,0.00002489041,0.002130299,0.0006475463,0.0002159175,0.01235366],"study_design_scores_gemma":[0.0005031259,0.00004426308,0.9975302,0.00001738526,0.0001434209,0.00001198966,0.00000609746,0.00009964602,0.0001188983,0.00114898,0.000340154,0.00003580958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943894,0.0003234105,0.00005279441,0.0007175202,0.00004522061,0.0002221635,0.000001440125,0.00005008102,0.004198001],"genre_scores_gemma":[0.9992818,0.000003723335,0.00008298787,0.0004438302,0.00006678337,0.000004375537,0.00004862802,0.000004369781,0.00006355971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131573,"threshold_uncertainty_score":0.1582463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458850774007926,"score_gpt":0.3341639322178003,"score_spread":0.319575424477721,"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."}}