{"id":"W2790815684","doi":"10.2196/cardio.9534","title":"Handheld Ultrasound as a Novel Predictive Tool in Atrial Fibrillation: Prediction of Outcomes Following Electrical Cardioversion","year":2018,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atrial fibrillation; Electrical cardioversion; Cardioversion; Cardiology; Internal medicine; Medicine; Ultrasound; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003992054,0.0001888005,0.0006706693,0.0002971463,0.0000830205,0.00002189482,0.00006260315,0.0001816806,0.00004764433],"category_scores_gemma":[0.0005887774,0.0001669595,0.0009786205,0.000578474,0.00006042995,0.0002331389,0.00005057383,0.0001278901,0.00003471692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014438,"about_ca_system_score_gemma":0.0001049236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005230583,"about_ca_topic_score_gemma":0.0000031528,"domain_scores_codex":[0.9981669,0.0000614692,0.0005024927,0.0003327632,0.0006820207,0.0002543806],"domain_scores_gemma":[0.9990848,0.0002873978,0.000134518,0.0003054137,0.000126265,0.00006165494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009122546,0.000005964632,0.9933458,0.00002613567,0.0006229901,0.000008496741,0.0003072267,0.0002237807,0.002446371,0.0002297533,0.0005873833,0.00128382],"study_design_scores_gemma":[0.006498584,0.0007775102,0.9771106,0.00008564337,0.0004931434,0.00002023035,0.0001348921,0.0005695529,0.0009868148,0.0001026369,0.01305851,0.0001619358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882054,0.0001481417,0.001236188,0.0002300096,0.001080658,0.001331685,0.0000280781,0.0001025235,0.007637276],"genre_scores_gemma":[0.9955709,0.00002311987,0.0003150693,0.00004389845,0.002970996,0.000004344535,0.00005235085,0.00002194978,0.0009973671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01623527,"threshold_uncertainty_score":0.680841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312766725518684,"score_gpt":0.3174038287609131,"score_spread":0.2861271562090447,"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."}}