{"id":"W4281558922","doi":"10.1016/j.hrthm.2022.05.025","title":"Atrial fibrillation after transcatheter patent foramen ovale closure: To measure is to know","year":2022,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Patent foramen ovale; Medicine; Stroke (engine); Atrial fibrillation; Cardiology; Internal medicine; Septum secundum; Population; Foramen ovale (heart); Migraine","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_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003263791,0.0003899975,0.0007597472,0.0003375155,0.0001581327,0.00007050722,0.00009397337,0.0005313089,0.002198724],"category_scores_gemma":[0.00005292276,0.0003859557,0.002609026,0.0004936414,0.00002038206,0.00004854178,0.00009946066,0.001085184,0.001204448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002912036,"about_ca_system_score_gemma":0.0001638926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007587916,"about_ca_topic_score_gemma":0.000007026925,"domain_scores_codex":[0.9969924,0.0001499113,0.0004655973,0.0008056388,0.00106087,0.0005255879],"domain_scores_gemma":[0.9981648,0.00006631864,0.00005480564,0.00125337,0.0002064295,0.0002543151],"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":[0.0005003951,0.00001218214,0.0003649006,0.0001116789,0.0006147431,0.0001191794,0.000669254,0.000168435,0.00002486128,0.000002863758,0.9943097,0.003101796],"study_design_scores_gemma":[0.001208224,0.0003465459,0.001425832,0.0002094369,0.0008480144,0.001594299,0.000008794721,0.00001687236,0.00003502058,0.00003340753,0.9938599,0.0004136389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01168505,0.005144402,0.001471722,0.9741324,0.001500433,0.003762886,0.0004372449,0.0002673002,0.001598564],"genre_scores_gemma":[0.06089903,0.0001229004,0.001597642,0.9044328,0.01997577,0.0008346956,0.001182876,0.0003175912,0.01063666],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06969955,"threshold_uncertainty_score":0.9998592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408044469588561,"score_gpt":0.2609746432463053,"score_spread":0.2268941985504196,"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."}}