{"id":"W7008730174","doi":"","title":"Consumer Wristband Activity Mmonitors as a Simple and Inexpensive Tool for Remote Heart Failure Monitoring","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Activity tracker; FLEX; Decompensation; Physical activity; Heart failure; Remote patient monitoring; Continuous monitoring","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007648443,0.0005054831,0.0003797551,0.0005956937,0.0001708726,0.0006529347,0.0003801867,0.0004037913,0.009093081],"category_scores_gemma":[0.001588035,0.0001540998,0.0003412036,0.0003904326,0.0001765518,0.0003148711,0.0003934585,0.0003799577,0.001608574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711098,"about_ca_system_score_gemma":0.0003012716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000984134,"about_ca_topic_score_gemma":0.003018684,"domain_scores_codex":[0.9993094,0.0001839396,0.00003896132,0.00009854841,0.0003406273,0.00002858156],"domain_scores_gemma":[0.9993862,0.0002079231,0.00009340744,0.00006225042,0.0001985374,0.00005169164],"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":[0.002791462,0.002605795,0.07017738,0.001683533,0.0001272285,0.0004409108,0.001288186,0.0005130816,0.1930378,0.0005378167,0.01130892,0.7154878],"study_design_scores_gemma":[0.0006651926,0.02285105,0.7729012,0.001061748,0.0006903961,0.004232802,0.001823467,0.005449187,0.1268854,0.0007483131,0.06246633,0.0002249233],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8851433,0.008550074,0.0685549,0.001401042,0.000545188,0.002051637,0.003000582,0.001225053,0.02952829],"genre_scores_gemma":[0.8506607,0.004749115,0.1147604,0.0006299611,0.0002157005,0.001115214,0.001574688,0.0001392868,0.02615502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009093081,"threshold_uncertainty_score":0.03041935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603926407771726,"score_gpt":0.2952002114742431,"score_spread":0.2791609473965259,"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."}}