{"id":"W4282967923","doi":"10.1109/jbhi.2022.3181738","title":"Wearable-Based Assessment of Frailty Trajectories During Cardiac Rehabilitation After Open-Heart Surgery","year":2022,"lang":"en","type":"article","venue":"IEEE Journal of Biomedical and Health Informatics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lietuvos Mokslo Taryba","keywords":"Cadence; Rehabilitation; Physical medicine and rehabilitation; Physical therapy; Stair climbing; Medicine; Kinematics; Gait","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003085345,0.0001132447,0.0007427562,0.0003380117,0.0001621654,0.00002177854,0.0001103702,0.00005986169,0.000130581],"category_scores_gemma":[0.0001797515,0.00009018397,0.0001477138,0.000311144,0.0001717854,0.0002435652,0.00006224972,0.0005275237,6.6785e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002911713,"about_ca_system_score_gemma":0.001860262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000582943,"about_ca_topic_score_gemma":0.000001876241,"domain_scores_codex":[0.9967628,0.0001299049,0.001783578,0.00006444778,0.001010191,0.0002490752],"domain_scores_gemma":[0.9979833,0.0004495739,0.000816284,0.0001592971,0.0001986618,0.0003928522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00516512,0.004106527,0.6982878,0.04090193,0.0008219038,0.0001236141,0.04173041,0.0006070845,0.002046846,0.00008831629,0.130551,0.07556945],"study_design_scores_gemma":[0.004559301,0.005481984,0.9244601,0.001925208,0.00008986397,0.0003191441,0.004158182,0.001589397,0.0002489442,0.0000690948,0.05690062,0.000198216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737901,0.0005015424,0.0005819399,0.02349938,0.001081347,0.0004113801,0.00007092641,0.000009111791,0.00005423811],"genre_scores_gemma":[0.9803202,0.0001977871,0.01729973,0.001908605,0.0001855951,0.0000240911,0.00001233548,0.00001092985,0.00004068141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2261722,"threshold_uncertainty_score":0.3677595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984488245961967,"score_gpt":0.3551916002645058,"score_spread":0.3153467178048862,"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."}}