{"id":"W4382047333","doi":"10.1016/j.jcin.2023.05.014","title":"Expanding the Spectrum of TEER Suitability","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"Boston Scientific Corporation; AtriCure; Edwards Lifesciences; LivaNova; Abbott Laboratories","keywords":"Spectrum (functional analysis); Environmental science; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0006426969,0.000121504,0.0004187992,0.0001252466,0.000114213,0.00001909014,0.00009512996,0.00004332951,0.0002916952],"category_scores_gemma":[0.000173092,0.00008369576,0.01689141,0.0005150209,0.00007877067,0.00005116924,0.0001098061,0.0001046492,0.0002066387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417316,"about_ca_system_score_gemma":0.00003467871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001540566,"about_ca_topic_score_gemma":0.000006807522,"domain_scores_codex":[0.9987066,0.0001098184,0.0003053372,0.0002422794,0.0004092893,0.0002266517],"domain_scores_gemma":[0.9987996,0.00006485478,0.00005011953,0.0009147499,0.00008521782,0.00008547258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001618571,0.00124474,0.8801051,0.001615106,0.07599208,0.0001641022,0.0005673227,0.0005814143,0.0002198581,0.001529495,0.0101661,0.02765284],"study_design_scores_gemma":[0.00113716,0.00008488679,0.989345,0.0002297772,0.004963387,0.00002357955,0.0005091596,0.00001503924,0.0004825759,0.0004543738,0.002667277,0.00008782787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866082,0.007070472,0.0005809069,0.0004861554,0.0004960644,0.0007170631,0.0001037527,0.0001406674,0.003796711],"genre_scores_gemma":[0.9986279,0.0001670552,0.0000245978,0.00001719971,0.0001261317,0.0001055699,0.0000861856,0.00002090018,0.0008244648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092399,"threshold_uncertainty_score":0.9929542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04261871133804841,"score_gpt":0.3729077002834953,"score_spread":0.3302889889454469,"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."}}