{"id":"W3207257526","doi":"10.1016/j.cjca.2021.07.126","title":"ENHANCED REMOTE MONITORING FOR HEART FAILURE PATIENTS: DOES THE HEARTLOGIC ALGORITHM AUGMENT OUR TELEMONITORING PLATFORM","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Heart failure; Decompensation; Cardiac decompensation; Telemedicine; Medical emergency; Vital signs; Cardiology; Surgery; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002506468,0.0003299485,0.0006752406,0.0005036869,0.0002465606,0.002665036,0.0007957204,0.0009802254,0.007620168],"category_scores_gemma":[0.01511421,0.0001779254,0.00050993,0.0003703864,0.0003007365,0.002667439,0.00111353,0.001150731,0.001539208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787978,"about_ca_system_score_gemma":0.0008383204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331488,"about_ca_topic_score_gemma":0.002949141,"domain_scores_codex":[0.9985635,0.000539743,0.0001536397,0.0001855193,0.0004498058,0.000107758],"domain_scores_gemma":[0.9931344,0.003453617,0.0008753607,0.0007246394,0.00123793,0.0005740192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001971762,0.0009057317,0.06142954,0.000878537,0.0002500549,0.0005183029,0.0006716671,0.002105552,0.006699229,0.002724776,0.01327331,0.9085716],"study_design_scores_gemma":[0.003584326,0.01191293,0.5374163,0.008258059,0.003714362,0.01406135,0.002403833,0.07015735,0.02184825,0.03103679,0.2948729,0.0007334548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6250402,0.02580516,0.1301958,0.08072949,0.00584332,0.0009337536,0.001339592,0.004655554,0.1254572],"genre_scores_gemma":[0.8688609,0.008045848,0.104859,0.009374702,0.003946609,0.0002073776,0.0005166358,0.0003862209,0.003802747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007620168,"threshold_uncertainty_score":0.02549195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279315267473624,"score_gpt":0.2856950479679251,"score_spread":0.2629018952931889,"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."}}