{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009571754,0.002125802,0.003336563,0.0007440318,0.0008468457,0.001581675,0.001631159,0.003057745,0.005406694],"category_scores_gemma":[0.01100923,0.001248698,0.00280806,0.0007348217,0.002674326,0.002290626,0.0009748692,0.003134354,0.0006837753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081163,"about_ca_system_score_gemma":0.003198958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123481,"about_ca_topic_score_gemma":0.001533332,"domain_scores_codex":[0.9944423,0.003935851,0.0004807414,0.00046424,0.0002994878,0.000377517],"domain_scores_gemma":[0.9935768,0.002433704,0.001590759,0.0007609103,0.0005126808,0.001125166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9696492,0.02138049,0.0006092854,0.0006356891,0.0006950406,0.0000362103,0.00009020143,0.0001227658,0.0009111634,0.0001005274,0.0002903743,0.005478988],"study_design_scores_gemma":[0.904484,0.09388884,0.0007204819,0.00003658888,0.0002974333,0.00001298651,0.00002709785,0.0001409564,0.0001523922,0.00007553916,0.0001545009,0.000009260624],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679154,0.002012091,0.001530948,0.0007427228,0.0009186722,0.025198,0.0005511826,0.0001407449,0.0009901966],"genre_scores_gemma":[0.9370517,0.001712806,0.007440693,0.001112847,0.001006762,0.04971571,0.0005377469,0.00002532181,0.001396273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009571754,"threshold_uncertainty_score":0.05062091,"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."}}