{"id":"W4282941274","doi":"10.2196/23887","title":"Physical Activity Behavior of Patients at a Skilled Nursing Facility: Longitudinal Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Rehabilitation; Medicine; Skilled Nursing Facility; Cohort; Longitudinal study; Population; Physical therapy; Physical medicine and rehabilitation; Wearable computer; Nursing; Medical emergency; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001218994,0.0003469149,0.0004490829,0.0008072836,0.00105617,0.0008760322,0.0005357515,0.0006927279,0.001120474],"category_scores_gemma":[0.001921208,0.0004227923,0.0008842663,0.00107608,0.000335693,0.001002976,0.0008685514,0.001302548,0.0003882383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005076808,"about_ca_system_score_gemma":0.0007993688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010511,"about_ca_topic_score_gemma":0.0158743,"domain_scores_codex":[0.9992446,0.0001553052,0.00008969888,0.0002301516,0.0001254023,0.0001548547],"domain_scores_gemma":[0.9985235,0.0001537904,0.0004913231,0.0002284723,0.0002463415,0.0003564424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001752607,0.0001643482,0.9983493,0.00000907567,0.00007945594,0.00006928756,0.0002124344,0.00001402934,0.0001815526,0.00001346264,0.0001121309,0.0006197014],"study_design_scores_gemma":[0.00003004466,0.0006313269,0.9975607,0.00001992789,0.00008887815,0.000189519,0.0009325861,0.0002115773,0.00004767247,0.00002858462,0.0002488887,0.00001026413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992753,0.00008504355,0.0001231043,0.00004432518,0.0000066107,0.00003220826,0.0003109633,0.000002303631,0.0001202045],"genre_scores_gemma":[0.9990143,0.00008093766,0.0001602767,0.00008312288,0.00001229919,0.000050675,0.0004645568,0.000002009861,0.0001318559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010511,"threshold_uncertainty_score":0.02009255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06537319548174073,"score_gpt":0.3770077193247729,"score_spread":0.3116345238430321,"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."}}