{"id":"W4408735560","doi":"10.1016/j.resplu.2025.100939","title":"Use of CPR feedback devices in resuscitation training: A systematic review and meta-analysis of randomized controlled trials","year":2025,"lang":"en","type":"review","venue":"Resuscitation Plus","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"American Heart Association","keywords":"Randomized controlled trial; Meta-analysis; Medicine; Cardiopulmonary resuscitation; Resuscitation; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02827231,0.003295478,0.02430685,0.007402236,0.0008231571,0.004073129,0.002337285,0.002425273,0.004335411],"category_scores_gemma":[0.0760674,0.001746014,0.03504997,0.008989885,0.001159332,0.00279372,0.001897679,0.002248499,0.0003831071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004514053,"about_ca_system_score_gemma":0.0076075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006125698,"about_ca_topic_score_gemma":0.01379366,"domain_scores_codex":[0.9725716,0.01285065,0.009057629,0.001803204,0.003169158,0.0005476798],"domain_scores_gemma":[0.9458505,0.04153191,0.008016839,0.001171832,0.003079715,0.0003491782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001887335,0.00002948381,0.001219897,0.769202,0.2090333,0.00006372864,0.0000856113,0.0002459979,0.0001266129,0.0001046006,0.0005207901,0.01748055],"study_design_scores_gemma":[0.001451271,0.000413601,0.002608995,0.1424145,0.8495843,0.0001137791,0.00007613734,0.000163643,0.0001998503,0.0002206318,0.002716052,0.0000372708],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00210094,0.9959941,0.0004604801,0.0001538339,0.0001269618,0.0006423866,0.000323542,0.00001906401,0.0001787618],"genre_scores_gemma":[0.05858711,0.93439,0.002754939,0.0007225457,0.0001780771,0.002610852,0.000524002,0.00002912276,0.0002034273],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02827231,"threshold_uncertainty_score":0.1495201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1826893591715953,"score_gpt":0.4124102252528478,"score_spread":0.2297208660812525,"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."}}