{"id":"W2346518589","doi":"10.1093/eurheartj/ehw153","title":"The transcatheter valve technology pipeline for treatment of adult valvular heart disease","year":2016,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; valvular heart disease; Pipeline (software); Heart valve; Balloon; Cardiology; Balloon valvuloplasty; Internal medicine; Surgery; Mechanical engineering","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":[0.0002766707,0.0005053361,0.001700863,0.0002441841,0.000293349,0.00003976912,0.0001675006,0.00009469712,0.00004904221],"category_scores_gemma":[0.0001474744,0.0002375396,0.0126481,0.0001585705,0.000153182,0.0000353279,0.00002817918,0.0001706519,0.0001790393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971852,"about_ca_system_score_gemma":0.0004042225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.787481e-7,"about_ca_topic_score_gemma":1.095141e-7,"domain_scores_codex":[0.9976453,0.0003552241,0.0008241797,0.000379666,0.0003112226,0.0004844353],"domain_scores_gemma":[0.9978667,0.0002398855,0.0003463059,0.0007392624,0.0002945393,0.0005133243],"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":[0.0002982457,0.0006697148,0.001011312,0.001688513,0.003837666,0.00009829884,0.00002047536,1.165771e-7,0.000001874631,0.00006162244,0.005740546,0.9865716],"study_design_scores_gemma":[0.002365195,0.0009317871,0.000792897,0.007906795,0.01114848,0.0006483491,0.000009690251,5.894019e-7,0.00000207209,0.00007537274,0.9759158,0.0002029466],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009805602,0.9954534,0.0001012072,0.001476883,0.0004830974,0.001637119,0.0004753112,0.00004122254,0.0002337652],"genre_scores_gemma":[0.000601397,0.9960802,0.0001390105,0.0001163585,0.001288107,0.000093642,0.000069783,0.0001654294,0.001446086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863687,"threshold_uncertainty_score":0.99724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04659227174061546,"score_gpt":0.3928557820729626,"score_spread":0.3462635103323471,"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."}}