{"id":"W2895096887","doi":"10.1097/rti.0000000000000365","title":"Are We Overdiagnosing Pulmonary Embolism? Yes!","year":2018,"lang":"en","type":"review","venue":"Journal of Thoracic Imaging","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Overdiagnosis; Medicine; Pulmonary embolism; Pulmonary angiography; Radiology; Intensive care medicine; Computed tomography; Computed tomography angiography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002168354,0.0006871498,0.00148295,0.00238512,0.0004843052,0.002100382,0.001133637,0.002500553,0.003695668],"category_scores_gemma":[0.01344966,0.0003068741,0.0009233578,0.00246806,0.00142109,0.004198464,0.0007108383,0.003100274,0.001291137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008689095,"about_ca_system_score_gemma":0.001971347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002680209,"about_ca_topic_score_gemma":0.004237751,"domain_scores_codex":[0.9986467,0.0004299278,0.0002785382,0.00015463,0.0004288819,0.00006129058],"domain_scores_gemma":[0.9933298,0.004466012,0.0007720107,0.000106472,0.001184538,0.0001411052],"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":[0.0001032006,0.00003310462,0.001623349,0.04718779,0.0004074035,0.0005796485,0.0004665669,0.0001740792,0.0002253416,0.004010137,0.1275079,0.8176816],"study_design_scores_gemma":[0.00004635633,0.00009573338,0.005427086,0.1274873,0.0009076613,0.01207331,0.001656007,0.0001500833,0.0001930781,0.01063508,0.8412457,0.00008274105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0001010199,0.9897389,0.00008207664,0.008572257,0.001067828,0.000002373039,0.00001768145,0.000004879899,0.0004130983],"genre_scores_gemma":[0.001657655,0.9924459,0.0001730905,0.004123454,0.001370675,0.000004013912,0.00002809801,0.000002498048,0.0001946616],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.003695668,"threshold_uncertainty_score":0.01236326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07228008501931515,"score_gpt":0.4163345190072891,"score_spread":0.344054433987974,"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."}}