{"id":"W4407944647","doi":"10.2139/ssrn.5151133","title":"Global Prehospital Cardiac Arrest Resuscitation Practices – International Disparities: A Observational Study","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Observational study; Resuscitation; Medicine; Cardiopulmonary resuscitation; Emergency medicine; Intensive care medicine; Medical emergency; 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":[0.001523043,0.0006271988,0.0008493853,0.001086609,0.001182028,0.001527832,0.0009550092,0.001754537,0.003557756],"category_scores_gemma":[0.005379256,0.0009978176,0.001501563,0.003549288,0.0009871827,0.00258915,0.002072482,0.002081714,0.0006472089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055682,"about_ca_system_score_gemma":0.001780532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02511045,"about_ca_topic_score_gemma":0.03204357,"domain_scores_codex":[0.998103,0.0005382654,0.0002526808,0.0004883271,0.0001790115,0.000438514],"domain_scores_gemma":[0.9961755,0.0005935568,0.001853554,0.0004268941,0.0003242441,0.0006263533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001188914,0.0002374042,0.9978735,0.0000417927,0.0001947546,0.00004827987,0.0006058749,0.00002116831,0.00005355181,0.00007687186,0.0003222225,0.0004056257],"study_design_scores_gemma":[0.00005321451,0.0001961673,0.995497,0.00007270337,0.0001561717,0.000157814,0.003141499,0.0001262267,0.00002668007,0.0001285694,0.0004257846,0.00001823362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969226,0.000360301,0.0001351943,0.0002013781,0.00001647573,0.00005800065,0.001525938,0.000003050692,0.0007770191],"genre_scores_gemma":[0.9979721,0.0001969033,0.0001530067,0.0002481962,0.00002378502,0.0001014114,0.001105552,0.000007017147,0.0001919624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02511045,"threshold_uncertainty_score":0.04992861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460636538149414,"score_gpt":0.3597228643716425,"score_spread":0.3251164989901484,"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."}}