{"id":"W2419320782","doi":"10.1097/hco.0000000000000260","title":"Year in review","year":2016,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Valve replacement; Regurgitation (circulation); Percutaneous; Stroke (engine); Cardiology; Intensive care medicine; Internal medicine; Surgery; Stenosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0002507204,0.0003372888,0.003232714,0.0002940684,0.000009071152,0.000002949531,0.0001036779,0.0002302347,0.0001348165],"category_scores_gemma":[0.0001379582,0.0002228939,0.002667861,0.0002847103,0.00004845892,0.00002012575,0.00008477742,0.0003465987,0.0006466339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003279295,"about_ca_system_score_gemma":0.0003425471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000026244,"about_ca_topic_score_gemma":5.982161e-8,"domain_scores_codex":[0.998,0.0003519636,0.000668904,0.0005111995,0.0001416667,0.000326313],"domain_scores_gemma":[0.999046,0.0001266943,0.0001537648,0.0005212751,0.00003496807,0.0001173536],"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":[0.000007367467,0.00004868828,0.008669049,0.08445605,0.0002364368,0.00001305009,0.000001361927,1.993913e-8,1.017346e-9,0.0001550496,0.01184158,0.8945714],"study_design_scores_gemma":[0.0006370177,0.00003165779,0.002973758,0.232656,0.000519877,0.00003800927,7.459396e-7,1.590677e-8,7.302057e-10,0.00002460746,0.7629767,0.0001416332],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.233848e-7,0.9913177,0.000001729288,0.0000444869,0.005502116,0.001487541,0.0001805987,0.00001922768,0.001445718],"genre_scores_gemma":[0.000007077276,0.9975253,0.000003206291,0.00001918958,0.001007161,0.0005466804,0.0008289501,0.00003605261,0.00002638773],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8944297,"threshold_uncertainty_score":0.9089351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330610053918562,"score_gpt":0.5139143707115457,"score_spread":0.3808533653196895,"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."}}