{"id":"W1624357812","doi":"10.1155/2015/910267","title":"Diagnosing Paroxysmal Atrial Fibrillation: Are Biomarkers the Solution to This Elusive Arrhythmia?","year":2015,"lang":"en","type":"review","venue":"BioMed Research International","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Heart and Stroke Foundation of Canada","keywords":"Atrial fibrillation; Medicine; Antithrombotic; Stroke (engine); Cardiac arrhythmia; Paroxysmal atrial fibrillation; Cardiology; Internal medicine; Disease; Intensive care medicine; Adverse effect","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001911516,0.0008563918,0.002234181,0.002469411,0.0002774296,0.001376919,0.001128155,0.002035424,0.001966153],"category_scores_gemma":[0.004546233,0.0002742914,0.000868782,0.001587336,0.0008188924,0.002121524,0.0007465467,0.002489321,0.001274619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006524695,"about_ca_system_score_gemma":0.001414786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136647,"about_ca_topic_score_gemma":0.001338281,"domain_scores_codex":[0.9993637,0.0001802593,0.0001332399,0.00008942548,0.0001935066,0.00003991056],"domain_scores_gemma":[0.9974418,0.001615256,0.0002478372,0.00004725936,0.0005657243,0.00008218842],"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":[0.00007704032,0.00006895367,0.0008569495,0.02085254,0.0002594778,0.0002515765,0.0001086936,0.0001986719,0.0007899337,0.004391334,0.02621376,0.9459311],"study_design_scores_gemma":[0.00004025644,0.0002336347,0.003173275,0.03248747,0.0007429512,0.00393421,0.0003979615,0.0002630305,0.0009741261,0.01199853,0.9456753,0.00007921903],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006134558,0.9979752,0.0001523451,0.001276133,0.0002008649,0.00000244425,0.00001259156,0.000004654722,0.0003144336],"genre_scores_gemma":[0.0007498637,0.9980855,0.0002701217,0.0004049082,0.0003411611,0.000005132597,0.00001880756,0.000001098672,0.000123493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002469411,"threshold_uncertainty_score":0.01010919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3733978677947225,"score_gpt":0.5156678464298021,"score_spread":0.1422699786350796,"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."}}