{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002478175,0.0005472035,0.0005558398,0.001190619,0.0006586639,0.0007801277,0.0003095398,0.000922163,0.002108395],"category_scores_gemma":[0.003832982,0.000404233,0.001093035,0.001100574,0.0003374492,0.001023382,0.0007511826,0.0006820548,0.0007137746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787258,"about_ca_system_score_gemma":0.0003674319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458819,"about_ca_topic_score_gemma":0.002082976,"domain_scores_codex":[0.9983077,0.0004276088,0.000324651,0.0003171205,0.0004476114,0.000175345],"domain_scores_gemma":[0.9970891,0.0006395503,0.001034177,0.0002160795,0.0007430125,0.0002780845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003814266,0.0008940608,0.9899132,0.00008464987,0.0003961321,0.00005843479,0.0002596028,0.00002823098,0.0003225659,0.00002988519,0.00009137937,0.004107533],"study_design_scores_gemma":[0.0002576064,0.007104325,0.9904997,0.00004677476,0.0003386056,0.0002292128,0.0007556368,0.0001774494,0.0001288836,0.00003101099,0.0004164527,0.0000142674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982885,0.0005509217,0.0002401055,0.00001909957,0.00001441848,0.0001981777,0.0002339584,0.000002783183,0.0004520138],"genre_scores_gemma":[0.9986302,0.0002662343,0.0002527776,0.000034585,0.00001980606,0.0002081808,0.000344666,0.000002442947,0.0002411474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002478175,"threshold_uncertainty_score":0.01310593,"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."}}