{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008616946,0.001418111,0.01230578,0.0004549348,0.0003071109,0.0001627049,0.0002349901,0.0005220305,0.0002342497],"category_scores_gemma":[0.004965739,0.0008614289,0.0008819833,0.001028862,0.000486649,0.0004647684,0.0002095541,0.001634634,0.0001603276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466535,"about_ca_system_score_gemma":0.000621322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004712274,"about_ca_topic_score_gemma":7.15232e-7,"domain_scores_codex":[0.993549,0.0008995231,0.002729586,0.001296732,0.0009315773,0.0005935998],"domain_scores_gemma":[0.9935288,0.003277246,0.0008188933,0.001237532,0.0005774596,0.0005600532],"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":[0.000005114274,0.00007402739,0.008483863,0.9744741,0.0009317728,0.0003945976,0.001576734,7.616995e-8,0.000001592912,0.00002470209,0.0001671102,0.0138663],"study_design_scores_gemma":[0.0005911734,0.0004357868,0.0007350551,0.8569698,0.00608372,0.0007160219,0.00112283,4.17455e-7,0.000002076147,5.082462e-7,0.1326102,0.0007324701],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004135697,0.9867949,0.00004753911,0.0003032465,0.0004866918,0.010612,0.0001439489,0.0001486571,0.001049478],"genre_scores_gemma":[0.0006482123,0.9746873,0.0001727909,0.0002260181,0.001020642,0.005724878,0.0008034784,0.0002012567,0.01651545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.132443,"threshold_uncertainty_score":0.9998569,"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."}}