{"id":"W7116105551","doi":"10.1002/hkj2.70067","title":"Mechanical chest compression versus manual chest compression for cardiopulmonary resuscitation for cardiac arrest patients: A systematic review and meta‐analysis","year":2025,"lang":"en","type":"article","venue":"Hong Kong Journal of Emergency Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Southwest Medical University","keywords":"Cardiopulmonary resuscitation; Return of spontaneous circulation; Randomized controlled trial; Extracorporeal; Extracorporeal circulation; Resuscitation; Compression (physics); Cochrane Library","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041436,0.002531199,0.01894547,0.004819312,0.0006142962,0.003152119,0.002001945,0.002408869,0.003990481],"category_scores_gemma":[0.02932428,0.001366609,0.03200179,0.005373465,0.0007868221,0.001875065,0.001278879,0.002029911,0.0002858647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423662,"about_ca_system_score_gemma":0.00326239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005551585,"about_ca_topic_score_gemma":0.0110314,"domain_scores_codex":[0.9921736,0.003597666,0.002393618,0.0007304433,0.0008620747,0.0002425736],"domain_scores_gemma":[0.9823754,0.01331426,0.002720284,0.0003330449,0.001042092,0.00021486],"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":[0.002094124,0.00004967737,0.002445064,0.5574033,0.4258358,0.0001021818,0.00008917527,0.0004087081,0.0001592108,0.0001410724,0.0005748094,0.01069693],"study_design_scores_gemma":[0.0008490735,0.0002538213,0.002838626,0.03710336,0.9570795,0.00007292646,0.00004242973,0.0002080695,0.00009420353,0.0001612451,0.001272992,0.00002379641],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004469483,0.9939563,0.0003506599,0.0001839475,0.0001193231,0.0003856372,0.0003158922,0.00001798174,0.0002007896],"genre_scores_gemma":[0.1546531,0.838852,0.002044811,0.001094788,0.000329144,0.002041322,0.0006074812,0.00002469623,0.0003526031],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01894547,"threshold_uncertainty_score":0.05507708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050503947417103,"score_gpt":0.3655277971156,"score_spread":0.315023849698497,"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."}}