{"id":"W4365479008","doi":"10.1007/s43678-023-00498-y","title":"Development of practice recommendations based on the Canadian Syncope Risk Score and identification of barriers and facilitators for implementation","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; University of Manitoba; University of Calgary; Ottawa Hospital; Montfort Hospital; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Health Sciences North; Université Laval; Science North; Western University; University of Saskatchewan; University of Alberta; Queen's University; University of Ottawa","funders":"Networks of Centres of Excellence of Canada","keywords":"Medicine; Identification (biology); Syncope (phonology); Risk assessment; Medical emergency; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.04695966,0.001481538,0.002064232,0.006781442,0.005196882,0.006756337,0.00637947,0.006980834,0.008028929],"category_scores_gemma":[0.1715285,0.001194305,0.003075506,0.003322897,0.001365337,0.006734567,0.005911929,0.009637589,0.001590712],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02275021,"about_ca_system_score_gemma":0.1981384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2528594,"about_ca_topic_score_gemma":0.3767402,"domain_scores_codex":[0.9659877,0.01258409,0.006125008,0.001760745,0.009569225,0.003973335],"domain_scores_gemma":[0.8569558,0.04134096,0.01002045,0.001998205,0.06665152,0.02303299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002167827,0.003833582,0.1240828,0.005199136,0.0003973394,0.001637446,0.02046761,0.004083894,0.0006791789,0.006373554,0.3528291,0.4801995],"study_design_scores_gemma":[0.003743193,0.001803762,0.2991468,0.1026493,0.001859735,0.001932116,0.1455977,0.03545137,0.002875492,0.03952647,0.3636279,0.00178615],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1020026,0.01382668,0.05601018,0.722499,0.006937077,0.02607611,0.003230538,0.00217005,0.06724787],"genre_scores_gemma":[0.3147275,0.01927673,0.571174,0.05166886,0.001496737,0.02863129,0.004061111,0.0004074713,0.008556197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9772498,"threshold_uncertainty_score":0.5027751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06392295183853255,"score_gpt":0.3579302026821659,"score_spread":0.2940072508436333,"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."}}