{"id":"W3098466682","doi":"10.1016/j.jcin.2020.07.043","title":"Watchman FLX","year":2020,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"Canadian Institutes of Health Research; Servier; National Institutes of Health; Michael Smith Health Research BC; Bayer Fund; Heart and Stroke Foundation of Canada","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001138195,0.00121108,0.001226821,0.001153586,0.003817385,0.004973675,0.001171069,0.03140065,0.2571987],"category_scores_gemma":[0.01291487,0.000757106,0.001528185,0.0005999397,0.0009958697,0.001726839,0.002348052,0.01728559,0.1736488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002337671,"about_ca_system_score_gemma":0.003305721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008757317,"about_ca_topic_score_gemma":0.01722287,"domain_scores_codex":[0.9987633,0.0001447363,0.00009368599,0.0002262278,0.0004120772,0.0003599697],"domain_scores_gemma":[0.9969836,0.000920776,0.0002380012,0.0001182354,0.0005031403,0.001236213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001718415,0.00001229756,0.0001161696,0.0000156732,0.000004480823,0.0003828539,0.00001290599,0.00001939758,0.0000522076,0.0006814245,0.9934342,0.00525119],"study_design_scores_gemma":[0.00005866741,0.00002846236,0.0004864212,0.0001729875,0.00001087851,0.0003551648,0.00006027034,0.0001545352,0.00006092137,0.002479417,0.9961152,0.00001698029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0006841476,0.00259787,0.0003261384,0.7133114,0.0775057,0.000148729,0.0008485015,0.0005589199,0.2040186],"genre_scores_gemma":[0.003313824,0.001537399,0.000303536,0.5861533,0.03529011,0.0001663504,0.0003028764,0.0002054271,0.3727272],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2571987,"threshold_uncertainty_score":0.8604155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425684396692115,"score_gpt":0.3466249654046341,"score_spread":0.2040565257354226,"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."}}