{"id":"W4406258708","doi":"10.2196/55975","title":"Feasibility of Using Resting Heart Rate and Step Counts From Patient-Held Sensors During Clinical Assessment of Medical Emergencies (FUSE): Protocol for Prospective Observational Study in European Hospitals","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Preprint; Medicine; Protocol (science); Medical emergency; Emergency medicine; Medical physics; Computer science; Alternative medicine; Internal medicine; Pathology","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":[0.05903431,0.002819931,0.003298512,0.00258325,0.003401552,0.002260264,0.002310868,0.0029238,0.009605002],"category_scores_gemma":[0.03460385,0.001839773,0.003654674,0.0028603,0.001984603,0.002122942,0.002264793,0.002351098,0.003997904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004810759,"about_ca_system_score_gemma":0.01447914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003464419,"about_ca_topic_score_gemma":0.004580145,"domain_scores_codex":[0.9656106,0.02084735,0.006809213,0.002250097,0.002663332,0.001819478],"domain_scores_gemma":[0.9657476,0.005554269,0.007027863,0.005313245,0.01398865,0.002368407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3498615,0.1066227,0.2601153,0.01978908,0.002919821,0.001820488,0.01070315,0.01020065,0.01166759,0.005645681,0.03800219,0.182652],"study_design_scores_gemma":[0.1631003,0.1803556,0.5303248,0.005747127,0.001197122,0.0005648322,0.007228201,0.00652021,0.007707136,0.002385849,0.09410145,0.0007674636],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02584544,0.0001359661,0.00417513,0.0001123193,0.00008656708,0.9649948,0.00317894,0.00005080957,0.001419996],"genre_scores_gemma":[0.01133782,0.00005740153,0.004278704,0.0001090148,0.00001915667,0.9831945,0.000822255,0.000007049256,0.0001740683],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05903431,"threshold_uncertainty_score":0.312207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7214388336760822,"score_gpt":0.6874478697120775,"score_spread":0.03399096396400469,"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."}}