{"id":"W4391845427","doi":"10.1007/s10439-024-03442-y","title":"Cardiorespiratory Sensors and Their Implications for Out-of-Hospital Cardiac Arrest Detection: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Annals of Biomedical Engineering","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia; Island Health; Spinal Cord Injury BC; St. Paul's Hospital; Research Canada","funders":"Mitacs; Michael Smith Health Research BC","keywords":"Cardiopulmonary resuscitation; Context (archaeology); Medicine; Telemedicine; Wearable computer; Wearable technology; MEDLINE; Cardiorespiratory fitness; Medical emergency; Computer science; Health care; Emergency medicine; Internal medicine; Embedded system; Resuscitation","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":[0.00438278,0.001585904,0.006541043,0.00584544,0.0004877081,0.002724568,0.001743169,0.00255825,0.005191432],"category_scores_gemma":[0.0267927,0.001233295,0.01016857,0.005653254,0.0008371877,0.002270217,0.001639894,0.001863012,0.000442471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786337,"about_ca_system_score_gemma":0.006532831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031078,"about_ca_topic_score_gemma":0.03496105,"domain_scores_codex":[0.9964715,0.0008898175,0.001388734,0.0004534948,0.0006553545,0.0001411249],"domain_scores_gemma":[0.9831542,0.01345959,0.002242037,0.0001626384,0.0008455546,0.0001358346],"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":[0.0003366598,0.00002940951,0.001348158,0.9280864,0.02099219,0.00009622531,0.0001495505,0.0001198011,0.000150331,0.0001911325,0.001716447,0.04678379],"study_design_scores_gemma":[0.0005962329,0.0002837079,0.007570906,0.735067,0.2362693,0.000443316,0.0004486586,0.0001443674,0.000207733,0.0004493347,0.01843011,0.00008935526],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004376985,0.9990621,0.00005622489,0.00008782352,0.000067014,0.00004841304,0.0001589196,0.000003327413,0.00007862897],"genre_scores_gemma":[0.008121128,0.9908522,0.000341812,0.0003904771,0.00005370733,0.00007083002,0.0001033191,0.000003159536,0.0000632407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01031078,"threshold_uncertainty_score":0.02317858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041389005375629,"score_gpt":0.3423927910847088,"score_spread":0.3010037857090798,"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."}}