{"id":"W4402912396","doi":"10.1016/j.hroo.2024.09.012","title":"2024 HRS perspective on advancing workflows for CIED remote monitoring","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm O2","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Abbott (Canada)","funders":"","keywords":"Interoperability; Workflow; Terminology; Health care; Data exchange; Health records; Computer science; Electronic signature; Electronic data interchange; Knowledge management; Data science; World Wide Web; Database","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":[],"category_scores_codex":[0.001880897,0.0002877004,0.0004844107,0.0001972544,0.000921167,0.00003458706,0.000101615,0.0003152211,0.0005641336],"category_scores_gemma":[0.0004818924,0.000264118,0.0001835003,0.0005083361,0.00002693507,0.0001582906,0.00004315436,0.001516099,0.002825144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003143914,"about_ca_system_score_gemma":0.001369177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009626314,"about_ca_topic_score_gemma":0.0003101829,"domain_scores_codex":[0.9961541,0.0004316093,0.0007175714,0.0007398659,0.0003583564,0.001598499],"domain_scores_gemma":[0.9968729,0.001980567,0.00008343638,0.000499524,0.0002359923,0.0003275845],"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":[0.001104533,0.0001736099,0.003047206,0.0136439,0.0004379836,0.000308422,0.03961155,0.000549593,0.002833955,0.05066486,0.6407349,0.2468895],"study_design_scores_gemma":[0.0006111253,0.000388536,0.0004844595,0.005390184,0.00002574474,0.00005770275,0.004565974,0.006370044,0.0001667838,0.002841699,0.9787486,0.0003491165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5460488,0.04428668,0.01253708,0.09191556,0.1043807,0.02223481,0.0001715026,0.00502614,0.1733987],"genre_scores_gemma":[0.6752937,0.001003507,0.01400947,0.003545977,0.02695755,0.001718088,0.0000174487,0.0005129639,0.2769413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380137,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06397486407245684,"score_gpt":0.4725329484110704,"score_spread":0.4085580843386136,"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."}}