{"id":"W2149064616","doi":"10.1177/1076029610389027","title":"Controversies in Diagnosis of Pulmonary Embolism","year":2010,"lang":"en","type":"article","venue":"Clinical and Applied Thrombosis/Hemostasis","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Calgary","funders":"","keywords":"Pulmonary embolism; Medicine; Radiology; Pulmonary angiography; Chest radiograph; Angiography; Scintigraphy; Ionizing radiation; Radiography; Medical physics; Nuclear medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006680269,0.0002807843,0.001402602,0.0001538927,0.00008119621,0.00002312727,0.0001730531,0.0003051529,0.0004403593],"category_scores_gemma":[0.0004194486,0.0002399976,0.0002359792,0.000291791,0.0006680099,0.00005856603,0.0002291997,0.0005667492,0.00003472762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001332901,"about_ca_system_score_gemma":0.00005330835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001030622,"about_ca_topic_score_gemma":0.00006059387,"domain_scores_codex":[0.9976941,0.00003984515,0.0009679655,0.0005927398,0.0002952773,0.0004100864],"domain_scores_gemma":[0.9977538,0.001171476,0.0002143672,0.0005098516,0.00006741485,0.0002830708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002986981,0.006211086,0.7120303,0.0004552249,0.000476864,0.00003486534,0.0003968444,0.000002602585,0.006817332,0.04234252,0.01080235,0.2201313],"study_design_scores_gemma":[0.002892847,0.0002175911,0.9609074,0.0001329778,0.0004043574,0.000005691335,0.0005625313,0.00004449026,0.005272744,0.00223381,0.02702642,0.000299136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97694,0.0002334033,0.000009321225,0.005300111,0.0003757785,0.0007879639,0.00002894215,0.00004499946,0.01627951],"genre_scores_gemma":[0.9914309,0.003824663,0.0009222994,0.00333508,0.0002247351,0.0001580232,0.00001852604,0.00003415359,0.00005157174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2488771,"threshold_uncertainty_score":0.9786818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491670622770395,"score_gpt":0.3359106525088574,"score_spread":0.3009939462811535,"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."}}