{"id":"W2782069824","doi":"10.2196/cardio.8199","title":"Consumer Wearable Devices for Activity Monitoring Among Individuals After a Stroke: A Prospective Comparison","year":2018,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Toronto Rehabilitation Institute","funders":"","keywords":"Wearable computer; Stroke (engine); Wearable technology; Physical medicine and rehabilitation; Medicine; Psychology; Computer science; Engineering; Embedded system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002203969,0.0001537824,0.0004467876,0.0001187729,0.0001032633,0.00004445151,0.00005105684,0.0001268856,0.00004602722],"category_scores_gemma":[0.000104983,0.0001280007,0.0002793932,0.0001312668,0.0001817577,0.0001712645,0.00003161494,0.0001701883,0.00005620659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001337277,"about_ca_system_score_gemma":0.00008146274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003284579,"about_ca_topic_score_gemma":0.00001600272,"domain_scores_codex":[0.9989008,0.00005005601,0.0001868599,0.0003073535,0.0002766861,0.0002781889],"domain_scores_gemma":[0.999104,0.0001932017,0.0000877194,0.0002433566,0.0002489642,0.0001227398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003783107,0.00009910727,0.9919313,0.0001173704,0.0003317384,0.000001856435,0.001012919,9.853737e-7,0.001261351,0.000003297142,0.0009072943,0.003954462],"study_design_scores_gemma":[0.001416917,0.0004550836,0.975201,0.0002041823,0.0001451675,0.000005484764,0.0006940896,0.00004176377,0.01025751,0.00001130664,0.01142992,0.0001375397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931447,0.000544186,0.0002698365,0.00008870944,0.0006220715,0.001726585,0.00004180258,0.00008340376,0.0034787],"genre_scores_gemma":[0.9949375,0.00000933818,0.001408375,0.00003376618,0.0009046835,0.001056302,0.000002254178,0.00002480077,0.001622929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01673027,"threshold_uncertainty_score":0.5219717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02174993517004917,"score_gpt":0.3346416194887519,"score_spread":0.3128916843187027,"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."}}