{"id":"W4410512825","doi":"10.1007/s43678-025-00930-5","title":"Predictors of emergency physician adherence to standardized pulmonary embolism testing","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thrombosis and Atherosclerosis Research Institute; Western University; University of Toronto; Hamilton Health Sciences; University of British Columbia; Queen's University; McMaster University","funders":"","keywords":"Medicine; Emergency physician; Pulmonary embolism; Medical emergency; Emergency medicine; Intensive care medicine; Emergency department; MEDLINE; Internal medicine; Nursing","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":[0.002021241,0.0001746417,0.0003320739,0.0007574543,0.0004076192,0.0008712482,0.0005177174,0.001051487,0.002045644],"category_scores_gemma":[0.02873006,0.0002294382,0.0004565015,0.001277417,0.0002674198,0.0005338009,0.0004679949,0.00148286,0.0001682287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208873,"about_ca_system_score_gemma":0.001153141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519996,"about_ca_topic_score_gemma":0.01685694,"domain_scores_codex":[0.9969208,0.0009062418,0.0006382875,0.0002824025,0.0008020584,0.0004501539],"domain_scores_gemma":[0.9727834,0.01251664,0.009439587,0.001180847,0.002495728,0.001583916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004173921,0.0000571012,0.9981562,0.000005882248,0.00003920764,0.0000323703,0.00004776835,0.00007702177,0.00002138738,0.00001996114,0.0001552524,0.001346115],"study_design_scores_gemma":[0.000005504217,0.00005383359,0.9986151,0.00001446888,0.00002454461,0.0001325847,0.0001695563,0.0007673693,0.00002460719,0.00003350685,0.0001554549,0.000003396273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955692,0.0004833344,0.0001958199,0.0008142489,0.00004789775,0.00002047634,0.0003654953,0.00001018737,0.002493289],"genre_scores_gemma":[0.9993388,0.00008106949,0.0001399879,0.00009805836,0.00003011159,0.000005534924,0.0001768451,0.000001917586,0.0001275531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519996,"threshold_uncertainty_score":0.03022295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695553024733428,"score_gpt":0.3442971775761781,"score_spread":0.2773416473288438,"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."}}