{"id":"W4327588577","doi":"10.1093/eurheartj/ehad121","title":"Unmet needs in valvular heart disease","year":2023,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Montreal Heart Institute; University of Ottawa","funders":"Boston Scientific Corporation; Edwards Lifesciences; Medtronic; Abbott Laboratories","keywords":"Medicine; valvular heart disease; Natural history; Intensive care medicine; Disease; Incidence (geometry); Population; Internal medicine; Environmental health","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_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008128516,0.0004794967,0.001802725,0.0008625537,0.0001284324,0.000122046,0.0001426485,0.00007139311,0.0002162045],"category_scores_gemma":[0.0002287317,0.0003684276,0.004527668,0.0008283022,0.00004203013,0.00007339469,0.0001305236,0.0009784414,0.004225093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002590012,"about_ca_system_score_gemma":0.0005871433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004805607,"about_ca_topic_score_gemma":1.511042e-7,"domain_scores_codex":[0.9968837,0.0009154415,0.0007669301,0.0003540978,0.0005458916,0.000533971],"domain_scores_gemma":[0.9979634,0.0001098515,0.0001839971,0.0005464986,0.00005991137,0.001136391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003486859,0.00183563,0.1123779,0.03375517,0.006559719,0.04434122,0.0001770461,0.00001414082,6.851911e-7,0.00008534262,0.2507807,0.5497237],"study_design_scores_gemma":[0.0007950545,0.0001056399,0.07553332,0.01983807,0.003496057,0.000985523,0.00001581671,6.331557e-7,1.163639e-8,0.00001495226,0.8989467,0.0002681945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003958426,0.9961079,0.000001349356,0.000253701,0.0007347747,0.0006537909,0.0001017502,0.00008497083,0.001665956],"genre_scores_gemma":[0.0002389245,0.9945973,0.00004524281,0.000472832,0.001702658,0.00001409593,0.0001783535,0.0002644646,0.002486106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6481661,"threshold_uncertainty_score":0.9998768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1177215869482832,"score_gpt":0.4435796748255852,"score_spread":0.325858087877302,"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."}}