{"id":"W2933875165","doi":"10.1186/s40814-019-0415-8","title":"Vital sign monitoring with continuous pulse oximetry and wireless clinical notification after surgery (the VIGILANCE pilot study)—a randomized controlled pilot trial","year":2019,"lang":"en","type":"article","venue":"Pilot and Feasibility Studies","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; St. Joseph’s Healthcare Hamilton; University of Calgary; Western University; McMaster University","funders":"Canadian Institutes of Health Research; Covidien","keywords":"Vigilance (psychology); Pulse oximetry; Medicine; Randomized controlled trial; Vital signs; Medical emergency; Anesthesia; Surgery; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004337082,0.0005080508,0.002611829,0.0001104666,0.0002182575,0.0001649431,0.0001536429,0.00005179986,0.000004288511],"category_scores_gemma":[0.001196401,0.0003194996,0.0001696141,0.0002302571,0.0004996344,0.0003017777,0.0001352676,0.0004071657,0.00001149383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009143534,"about_ca_system_score_gemma":0.0000243536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004735738,"about_ca_topic_score_gemma":0.00004494824,"domain_scores_codex":[0.9964543,0.0007353588,0.001209215,0.000716138,0.0004292881,0.0004557185],"domain_scores_gemma":[0.9910364,0.007808921,0.0002446174,0.0005424792,0.0002359836,0.0001315876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4638644,0.0006525573,0.5299043,0.000163307,0.001086392,0.000009277864,0.0003874765,0.00001061985,0.00291231,0.000005085654,0.000008851046,0.0009954734],"study_design_scores_gemma":[0.7173204,0.007026585,0.2702138,0.0002655975,0.0006670926,0.000006660229,0.002379387,0.0001452311,0.0009948962,0.0001683608,0.000004672464,0.0008072982],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844823,0.005075647,0.0002239376,0.00005921168,0.002142783,0.007733925,0.000006485614,0.0002065898,0.00006915278],"genre_scores_gemma":[0.9970749,0.0006727626,0.00007829494,0.00001310308,0.0008188115,0.001229106,0.00000151127,0.00005821383,0.00005331404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2596905,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056592507651788,"score_gpt":0.3326105476497834,"score_spread":0.2269512968846046,"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."}}