{"id":"W4410429704","doi":"10.1136/emermed-2024-214778","title":"Diversity of CPR manikins for basic life support education: use of manikin sex, race and body shape — a scoping review","year":2025,"lang":"en","type":"review","venue":"Emergency Medicine Journal","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Race (biology); Diversity (politics); Racial diversity; Gender studies; Anthropology","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":[0.01240159,0.00134552,0.006411866,0.0147554,0.0009594625,0.004527737,0.002536279,0.002676617,0.004199493],"category_scores_gemma":[0.06412213,0.001322727,0.006588114,0.01478057,0.001515975,0.003285768,0.002704348,0.001549792,0.0004442012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004449474,"about_ca_system_score_gemma":0.01215641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127983,"about_ca_topic_score_gemma":0.02710502,"domain_scores_codex":[0.9886115,0.003535307,0.004837228,0.0007769518,0.001941929,0.0002970679],"domain_scores_gemma":[0.9395422,0.04826193,0.007769428,0.0006317428,0.003478501,0.0003161184],"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":[0.0001484671,0.00002735352,0.0007404617,0.8929192,0.00206829,0.0000718326,0.0006221671,0.00009074978,0.0000937301,0.0002815613,0.00147872,0.1014574],"study_design_scores_gemma":[0.00004797799,0.00009939954,0.002868901,0.9724432,0.009576169,0.0002199094,0.0006258376,0.00004264347,0.00008089592,0.0001539109,0.01381611,0.00002501096],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009908057,0.9978991,0.0001043816,0.0001644187,0.0000774817,0.0002385619,0.0001666414,0.000004632443,0.0003540434],"genre_scores_gemma":[0.007961961,0.9906315,0.0004712578,0.0002205221,0.00004537062,0.0004275028,0.0001546728,0.000004743724,0.00008248241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0147554,"threshold_uncertainty_score":0.06558669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09044678196722761,"score_gpt":0.4138250079513835,"score_spread":0.3233782259841559,"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."}}