{"id":"W2916405684","doi":"10.1016/s0735-1097(19)31920-5","title":"USE OF ECHOCARDIOGRAPHIC PARAMETERS TO PREDICT CLINICAL BENEFIT FROM THE MITRACLIP PROCEDURE: A SYSTEMATIC REVIEW AND METAREGRESSION","year":2019,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"MitraClip; Medicine; Meta-analysis; Cardiology; Internal medicine; Mitral regurgitation","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":[0.00501929,0.002175881,0.0135118,0.002768585,0.0004192908,0.002587441,0.00163996,0.002381664,0.003721242],"category_scores_gemma":[0.01306912,0.001034011,0.02676886,0.003465083,0.0006433578,0.001407866,0.001180206,0.00261355,0.0004298839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009937846,"about_ca_system_score_gemma":0.001556953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003598427,"about_ca_topic_score_gemma":0.009037653,"domain_scores_codex":[0.9964768,0.001318144,0.001046713,0.000599124,0.000390509,0.0001687229],"domain_scores_gemma":[0.9909991,0.00676075,0.001409851,0.000324954,0.0003890696,0.0001163545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00516533,0.00006601316,0.008675382,0.1412878,0.828671,0.0001031533,0.00005099288,0.0005468534,0.0003713774,0.0001115506,0.0005941888,0.01435635],"study_design_scores_gemma":[0.001031133,0.0002338545,0.005289365,0.004954849,0.9870939,0.00004930869,0.00003523634,0.0002454608,0.00008114998,0.0001596088,0.0008006653,0.00002556021],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0115776,0.9865553,0.0007094971,0.0001660756,0.0002035807,0.0001043412,0.0004273434,0.00002638936,0.0002298401],"genre_scores_gemma":[0.3397235,0.6534372,0.002556533,0.001512698,0.0005936149,0.0004380613,0.001022227,0.0000487783,0.0006673632],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0135118,"threshold_uncertainty_score":0.02654487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06889490382918918,"score_gpt":0.3953334928377092,"score_spread":0.32643858900852,"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."}}