{"id":"W3003152238","doi":"10.1177/1352458519888178","title":"Biosensors to monitor MS activity","year":2020,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Wearable computer; Relevance (law); Biosensor; Reliability (semiconductor); Multiple sclerosis; Computer science; Wireless; Accelerometer; Medicine; Telecommunications; Nanotechnology; Embedded system; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001522959,0.001217356,0.001770101,0.003785023,0.0002444103,0.001478669,0.001014079,0.00177146,0.004677389],"category_scores_gemma":[0.002391955,0.0003710598,0.00124848,0.002837026,0.0005782951,0.001485766,0.0007813102,0.002265513,0.003137057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005944048,"about_ca_system_score_gemma":0.0008246947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011719,"about_ca_topic_score_gemma":0.001377449,"domain_scores_codex":[0.9990657,0.0002297674,0.0001092131,0.0001565529,0.0003889616,0.00004983026],"domain_scores_gemma":[0.9991187,0.0004884405,0.0001277435,0.00003337105,0.0002045976,0.0000270541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007869849,0.0001023057,0.0003996891,0.02889565,0.00028928,0.0001718317,0.00009421186,0.0003487695,0.005424208,0.006099124,0.02341793,0.9346784],"study_design_scores_gemma":[0.00002690761,0.0001821318,0.001365398,0.007680622,0.0003374092,0.001474881,0.0001095331,0.0001994189,0.00347223,0.00334474,0.9817631,0.00004354561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001419708,0.9973915,0.0004996137,0.0003111726,0.0003760708,0.00001093422,0.00003418712,0.00001517603,0.001219297],"genre_scores_gemma":[0.002063256,0.9952222,0.0007348945,0.000378824,0.0002666058,0.00002641284,0.00005874492,0.000003122028,0.001245991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004677389,"threshold_uncertainty_score":0.01564741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2543470391733045,"score_gpt":0.3922921785765264,"score_spread":0.137945139403222,"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."}}