{"id":"W4226143164","doi":"10.1093/europace/euac042","title":"Remote ECG monitoring to reduce complications following transcatheter aortic valve implantations: the Redirect TAVI study","year":2022,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; McMaster University; Université Laval; Population Health Research Institute; University of Toronto; Hamilton Health Sciences; Hamilton General Hospital","funders":"","keywords":"Medicine; Cardiology; Ambulatory; Internal medicine; Ventricular tachycardia; Atrioventricular block; Surgery","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":[0.0002018067,0.000139612,0.0001895237,0.00007514645,0.0005961863,0.00003305347,0.0001320061,0.000009466609,0.00003365273],"category_scores_gemma":[0.00006266257,0.0001120727,0.001128704,0.0004050863,0.00001191079,0.00003544943,0.00007330254,0.0001632868,0.00007163088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291786,"about_ca_system_score_gemma":0.00004904581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001492383,"about_ca_topic_score_gemma":0.000001065798,"domain_scores_codex":[0.9986883,0.0001929755,0.000197524,0.0003180347,0.0003794951,0.0002236675],"domain_scores_gemma":[0.9991015,0.000119062,0.00004719027,0.0005469499,0.0000413648,0.000143992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007294756,0.003691916,0.8718543,0.00006911525,0.009500005,0.0002559531,0.0276862,0.00111213,0.0110769,0.00004128843,0.005035614,0.06894708],"study_design_scores_gemma":[0.001311559,0.000458819,0.9875285,0.0000349537,0.002453609,0.00006001978,0.005318025,0.0000907364,0.0001618165,0.00002435795,0.002407452,0.0001501203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937824,0.0007370481,0.000210047,0.001715409,0.0005697859,0.001372339,0.00005158703,0.0001059463,0.00145545],"genre_scores_gemma":[0.9982626,0.00001631808,0.000287788,0.0002443269,0.0001237532,0.0001919011,0.00002879558,0.00004006653,0.0008044129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156742,"threshold_uncertainty_score":0.4585443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03390659567415035,"score_gpt":0.3820524772253491,"score_spread":0.3481458815511987,"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."}}