{"id":"W2137639918","doi":"10.1016/j.ahj.2003.10.036","title":"External loop recorders: determinants of diagnostic yield in patients with syncope","year":2004,"lang":"en","type":"article","venue":"American Heart Journal","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Implantable loop recorder; Syncope (phonology); Medical diagnosis; Presyncope; Prospective cohort study; Surgery; Internal medicine; Heart rate; Radiology; Atrial fibrillation","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":[0.0001991791,0.0001315802,0.0005373848,0.0001686359,0.00003716297,0.00001613181,0.00007744579,0.00002627905,0.00007495427],"category_scores_gemma":[0.0003215036,0.000103416,0.0001820671,0.0002545439,0.0001757659,0.0001147017,0.00002175051,0.0002614389,0.00002231314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009755539,"about_ca_system_score_gemma":0.0002754497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007481052,"about_ca_topic_score_gemma":0.0001198005,"domain_scores_codex":[0.9988569,0.00003619884,0.0003658312,0.0001642118,0.0003034309,0.0002734486],"domain_scores_gemma":[0.9992753,0.0001191587,0.0001587216,0.0002096369,0.00008652666,0.0001506383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002257735,0.0002799373,0.9115897,0.00001389694,0.00005896403,0.000127833,0.0001176991,0.0001528961,0.00004512398,8.220401e-7,0.00007690966,0.08731043],"study_design_scores_gemma":[0.003270115,0.001659332,0.9924554,0.000890239,0.00007410246,0.0004062351,0.0003421204,0.000004730091,0.0003370162,0.00002374679,0.0004034725,0.0001335224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987299,0.0002837381,0.0002512468,0.000208545,0.0001121152,0.0001984405,0.000002091159,0.000007963446,0.0002059214],"genre_scores_gemma":[0.9975699,0.0001841355,0.001691986,0.0004393705,0.00006416489,0.000004461072,9.191578e-7,0.00002262822,0.00002245386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0871769,"threshold_uncertainty_score":0.4217183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009251828599853141,"score_gpt":0.2485748378077544,"score_spread":0.2393230092079013,"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."}}