{"id":"W4393361488","doi":"10.2196/52230","title":"Effectiveness of Blended Versus Traditional Refresher Training for Cardiopulmonary Resuscitation: Prospective Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiopulmonary resuscitation; Preprint; Medicine; Training (meteorology); Medical education; Resuscitation; Emergency medicine; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004138197,0.0003781426,0.0008413446,0.001013701,0.0006611027,0.0008862385,0.000667636,0.001002813,0.002351593],"category_scores_gemma":[0.01011193,0.0004228865,0.00149445,0.0009148939,0.000343375,0.001188928,0.0007850897,0.001167415,0.0004917045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006639039,"about_ca_system_score_gemma":0.0007597687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731006,"about_ca_topic_score_gemma":0.002044733,"domain_scores_codex":[0.9968267,0.001211186,0.0004709679,0.0004405921,0.0007272141,0.0003232837],"domain_scores_gemma":[0.9921656,0.002294608,0.003180031,0.0002920528,0.0007232424,0.001344399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003282384,0.01888018,0.956724,0.0003475159,0.0005052813,0.0000936426,0.001143226,0.0001888185,0.0003681876,0.00003396699,0.0003552264,0.01807744],"study_design_scores_gemma":[0.0003788545,0.01407734,0.9827388,0.0001158099,0.0002202449,0.0001459897,0.001132029,0.0005016818,0.000162327,0.00002522438,0.0004753231,0.00002649686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993073,0.0002030943,0.00005153409,0.00001702879,0.000005148313,0.0001113335,0.0001239296,0.00000263377,0.0001780729],"genre_scores_gemma":[0.9989599,0.0001905384,0.0002554692,0.0000454334,0.00001311077,0.000184609,0.0001867128,0.000003232443,0.0001610562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004138197,"threshold_uncertainty_score":0.02188516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08173955806308976,"score_gpt":0.3937389099279819,"score_spread":0.3119993518648922,"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."}}