{"id":"W3127938138","doi":"10.2196/21571","title":"Relationship Between Mobile Digital Sensor Monitoring and Perioperative Outcomes: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Perioperative Medicine","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Observational study; MEDLINE; Randomized controlled trial; Grading (engineering); Meta-analysis; Systematic review; Cochrane Library; Clinical trial; Emergency medicine; Intensive care medicine; Surgery; Internal medicine","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":[0.008544678,0.001352991,0.007909203,0.009067304,0.0005016694,0.002480251,0.002009532,0.001663664,0.004471593],"category_scores_gemma":[0.0581491,0.0009779255,0.007411582,0.01076867,0.0009386368,0.002231277,0.001374719,0.001105785,0.0003355815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003265373,"about_ca_system_score_gemma":0.008742599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006540328,"about_ca_topic_score_gemma":0.01630592,"domain_scores_codex":[0.9904051,0.003070409,0.00382966,0.0007390382,0.001731569,0.0002242659],"domain_scores_gemma":[0.9410642,0.04397544,0.01098714,0.0007098617,0.002912479,0.0003507528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000183295,0.00001005625,0.001279556,0.9722685,0.01149406,0.00005456828,0.0000947851,0.00007797471,0.00006570928,0.00009468571,0.000730211,0.01364662],"study_design_scores_gemma":[0.0002915218,0.0002273139,0.007132773,0.8602131,0.1214732,0.0003046214,0.0001875428,0.0001487468,0.0001795423,0.0002492301,0.009554736,0.00003762962],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001617374,0.9968551,0.0001681663,0.0002023098,0.00006736649,0.000294022,0.0005581219,0.00001010953,0.0002273127],"genre_scores_gemma":[0.0321307,0.9649369,0.0008418197,0.0005585667,0.0001072796,0.0008707103,0.0004140625,0.000009229974,0.00013091],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009067304,"threshold_uncertainty_score":0.04518914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09476406719609706,"score_gpt":0.4156867522566986,"score_spread":0.3209226850606015,"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."}}