{"id":"W4316590820","doi":"10.1016/j.resplu.2022.100353","title":"Shaping the future: Pressing needs for resuscitation education research","year":2023,"lang":"en","type":"editorial","venue":"Resuscitation Plus","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto; McGill University; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Resuscitation; Medicine; Medical emergency; Medical education; Emergency 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005414852,0.0004562539,0.0006434938,0.00160077,0.001368433,0.0005259101,0.0004093967,0.0012035,0.00001123951],"category_scores_gemma":[0.01239854,0.0003582134,0.0004780867,0.002583106,0.0003075297,0.0003624393,0.0001198472,0.001737766,0.0002160703],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249727,"about_ca_system_score_gemma":0.005783255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242957,"about_ca_topic_score_gemma":0.0001021034,"domain_scores_codex":[0.9937631,0.0006277809,0.0009335806,0.0008369704,0.002998626,0.0008399481],"domain_scores_gemma":[0.9841391,0.009390792,0.000545788,0.0009222682,0.004754574,0.0002474869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009155343,0.00005695731,0.0000181563,0.001860975,0.0001675872,0.000003629319,0.003432204,0.0001199605,0.0003997038,0.001378293,0.976641,0.01500601],"study_design_scores_gemma":[0.001844207,0.0001281373,0.001676377,0.001959101,0.0003756682,0.000001065103,0.009519535,0.00110999,0.00003678916,0.00359828,0.9793564,0.0003944616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0009812473,0.002526519,0.0008702784,0.008307233,0.9800878,0.003674553,0.0001849895,0.0002937501,0.003073673],"genre_scores_gemma":[0.002696323,0.001178455,0.001173637,0.0001217748,0.9743462,0.00184395,0.008121219,0.0002433275,0.01027511],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01461155,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05583469722254905,"score_gpt":0.4057719532067706,"score_spread":0.3499372559842215,"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."}}