{"id":"W2254870462","doi":"10.1586/14779072.2016.1134316","title":"Evolving imaging techniques in diagnostic strategies of pulmonary embolism","year":2015,"lang":"en","type":"review","venue":"Expert Review of Cardiovascular Therapy","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Pulmonary embolism; Pulmonary angiography; Overdiagnosis; Radiology; Angiography; Medical physics; Intensive care medicine; Cardiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002858377,0.0007129198,0.009626612,0.0004919324,0.00002556107,0.00002111836,0.0004897561,0.0002102357,0.0000998818],"category_scores_gemma":[0.0003814576,0.0005273792,0.004403804,0.0006981354,0.0001465021,0.0001883514,0.0001543763,0.0003663721,0.000008502112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114272,"about_ca_system_score_gemma":0.0006281605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002795333,"about_ca_topic_score_gemma":6.364241e-7,"domain_scores_codex":[0.9952851,0.0006536904,0.001929463,0.000643115,0.0010825,0.0004061607],"domain_scores_gemma":[0.9967083,0.0002607475,0.0006824493,0.00181312,0.0004060642,0.0001293028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002549523,0.0003017958,0.00000256841,0.1381198,0.002140042,0.0001665661,0.00009111782,5.647133e-7,0.000001483239,0.00008827166,0.002278926,0.8568063],"study_design_scores_gemma":[0.0002214864,0.00005749131,0.00001702986,0.2827836,0.001713438,0.00009559601,0.00007570939,0.000001082764,0.00001304833,0.00002871242,0.7147138,0.0002789701],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001084647,0.9883029,0.0001793295,0.0000644731,0.0002259908,0.004589377,0.00001047615,0.00006741173,0.006558955],"genre_scores_gemma":[0.0000285127,0.9970909,0.0008400744,0.0002156458,0.0003788496,0.001186017,0.0001075755,0.0001379741,0.00001446368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8565273,"threshold_uncertainty_score":0.9997178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03426396423460666,"score_gpt":0.3598200730167898,"score_spread":0.3255561087821831,"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."}}