{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005006503,0.0006087819,0.0009733741,0.002659768,0.0002484735,0.0008494071,0.0005477126,0.0007269505,0.003914798],"category_scores_gemma":[0.0007084275,0.0001618477,0.0006460266,0.001725446,0.0003785729,0.001049433,0.0005293079,0.001781289,0.001876669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003516229,"about_ca_system_score_gemma":0.0008665819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005830912,"about_ca_topic_score_gemma":0.001315761,"domain_scores_codex":[0.9997553,0.0000366945,0.00004608302,0.00003239112,0.0001127238,0.00001671374],"domain_scores_gemma":[0.9996747,0.0001608964,0.00005516006,0.000008950531,0.00007427015,0.00002608458],"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":[0.00003459872,0.00005781875,0.0001498789,0.01754091,0.00009525239,0.000186974,0.00005643082,0.000137892,0.001365074,0.003018377,0.02494788,0.9524088],"study_design_scores_gemma":[0.00001581271,0.00009144669,0.0008682288,0.004785672,0.0001305297,0.00222771,0.00005337652,0.00005478031,0.0003230835,0.001610278,0.989822,0.00001711733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006960028,0.9985605,0.00008839088,0.0002333997,0.0001887799,0.000003591409,0.00001048348,0.000005667981,0.000839614],"genre_scores_gemma":[0.0004153634,0.9988132,0.0001564544,0.0001193385,0.0001653913,0.000002742661,0.00001477859,9.41973e-7,0.0003119409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003914798,"threshold_uncertainty_score":0.01309633,"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."}}