{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007700169,0.0002017942,0.0005696014,0.0001665172,0.0007619231,0.00003551002,0.0003313389,0.00003620583,0.00002443938],"category_scores_gemma":[0.00002269393,0.0002067047,0.00008196507,0.0004585019,0.00007211818,0.0003125981,0.0004192618,0.0003508575,0.000008104134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006472721,"about_ca_system_score_gemma":0.000303947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004484718,"about_ca_topic_score_gemma":0.00007867771,"domain_scores_codex":[0.9968497,0.0007125885,0.0003716475,0.0007465228,0.0008477349,0.0004718401],"domain_scores_gemma":[0.9983674,0.0001808155,0.0004161242,0.0005683101,0.0001274221,0.0003399643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001374003,0.005876613,0.8522484,0.0001127186,0.00001408907,0.000005475066,0.005009223,9.461334e-7,0.00001345117,0.000037135,0.0001505344,0.136394],"study_design_scores_gemma":[0.001297868,0.001331581,0.995972,0.00001185593,0.00003885118,0.00001405408,0.0003283525,0.0006833071,0.00002201761,0.00002959782,0.0001080938,0.0001624066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957771,0.00003026338,0.000790793,0.0002353501,0.0004045636,0.00243146,0.0001427171,0.0000963198,0.00009144603],"genre_scores_gemma":[0.9991086,0.000003600451,0.00004237056,0.00005614597,0.00003771371,0.0006644088,0.00001686507,0.000009346302,0.00006093868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437236,"threshold_uncertainty_score":0.8429173,"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."}}