{"id":"W4412662432","doi":"10.1155/emmi/5591055","title":"The Role of Bystander Cardiopulmonary Resuscitation: A Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Emergency Medicine International","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guizhou Science and Technology Department","keywords":"Medicine; Cardiopulmonary resuscitation; Bystander effect; Meta-analysis; MEDLINE; Resuscitation; Intensive care medicine; Emergency medicine; Anesthesia; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000866257,0.0003628402,0.002658882,0.0008547698,0.0001261914,0.000005555871,0.0003774061,0.0001951535,0.001636454],"category_scores_gemma":[0.0009229936,0.000195113,0.004226035,0.001643452,0.000175173,0.00005172133,0.00009129071,0.0003447468,0.0000145498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041783,"about_ca_system_score_gemma":0.0003708727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009862397,"about_ca_topic_score_gemma":0.00003210882,"domain_scores_codex":[0.9964815,0.0002303869,0.001523503,0.0004204212,0.001143445,0.0002007412],"domain_scores_gemma":[0.997007,0.0008925039,0.0006799425,0.0005782808,0.000743893,0.0000983406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001155514,0.00009859599,0.0003867292,0.007406076,0.6864814,0.00002180662,0.0002995678,0.00001931898,0.000001981421,0.005781203,0.04837606,0.2510117],"study_design_scores_gemma":[0.0001272189,0.00001985465,0.0001070548,0.0009576472,0.2827323,0.000003919029,0.0001476916,0.00002209823,3.231478e-7,0.0004315715,0.7153469,0.0001034407],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.259068e-7,0.9144725,0.0001842803,0.001202784,0.006189943,0.0006031969,0.00009449082,0.00002772423,0.07722457],"genre_scores_gemma":[0.0001299271,0.9865245,0.00004613148,0.00002038707,0.001500767,0.0002334611,0.0008846815,0.0000237989,0.01063633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6669708,"threshold_uncertainty_score":0.9992762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05047650771374241,"score_gpt":0.3914939685466077,"score_spread":0.3410174608328653,"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."}}