{"id":"W4417535076","doi":"10.2196/81558","title":"Wearable Continuous Vital Sign Monitoring Study (WARD-AMS) to Detect Clinical Deterioration in Postoperative General Surgery Patients: Protocol for a Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Protocol (science); ALARM; Wearable computer; Continuous monitoring; Vital signs; Remote patient monitoring","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01579503,0.0003234732,0.002532227,0.001130624,0.000300597,0.0001284318,0.0002573211,0.0004468718,0.00001519866],"category_scores_gemma":[0.01519729,0.0002443309,0.0004427373,0.0009601191,0.0001773076,0.0001972487,0.000170851,0.001231018,0.00001531783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004162192,"about_ca_system_score_gemma":0.001328706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007043774,"about_ca_topic_score_gemma":0.00003044267,"domain_scores_codex":[0.9901274,0.004954609,0.002331405,0.0008004219,0.0008485646,0.0009375965],"domain_scores_gemma":[0.9923031,0.005092716,0.0002766259,0.0005598357,0.001510269,0.0002574692],"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":[0.8544528,0.002955074,0.1114202,0.0002996221,0.0001230274,0.0000256701,0.0003302941,0.000001879977,0.0003609535,0.000009303011,0.0004506769,0.02957048],"study_design_scores_gemma":[0.96584,0.01900365,0.00647586,0.0038139,0.00001516626,6.030859e-7,0.0002214887,0.00007058287,0.001914106,0.0001270182,0.002311233,0.0002064358],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3489349,0.000001085936,0.0001196692,0.0003108786,0.0000949975,0.6503788,0.000002582987,0.00009250875,0.00006458136],"genre_scores_gemma":[0.1488342,2.516222e-7,0.0006199827,0.000051712,0.0003992348,0.8496214,0.000003618917,0.00003301013,0.0004366439],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2001007,"threshold_uncertainty_score":0.9963524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2582273235429891,"score_gpt":0.600991610270031,"score_spread":0.3427642867270419,"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."}}