{"id":"W3196465911","doi":"10.1111/jth.15521","title":"Assessing the clinical probability of pulmonary embolism during pregnancy: The Pregnancy‐Adapted Geneva (PAG) score","year":2021,"lang":"en","type":"article","venue":"Journal of Thrombosis and Haemostasis","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Receiver operating characteristic; Pulmonary embolism; Pregnancy; Discriminative model; Population; Prospective cohort study; Internal medicine; Obstetrics; Pediatrics; Gynecology; Machine learning","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":[0.001820529,0.0007972312,0.0005061498,0.001639005,0.0001231235,0.000632733,0.0004789855,0.000530231,0.0008707179],"category_scores_gemma":[0.007578306,0.0001705694,0.0005757838,0.0007615801,0.0004173293,0.0004148649,0.0008091465,0.0004908415,0.0002119609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000326625,"about_ca_system_score_gemma":0.0004395782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249521,"about_ca_topic_score_gemma":0.001115605,"domain_scores_codex":[0.9990405,0.0004568732,0.0001184664,0.0001110163,0.0002070514,0.00006592092],"domain_scores_gemma":[0.9972696,0.001178783,0.0008850662,0.000117739,0.0002698517,0.0002789157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004202661,0.00002619277,0.9780878,0.00006176568,0.000159732,0.0002046808,0.00006329563,0.00155578,0.0005687653,0.0001240964,0.0008259697,0.01790166],"study_design_scores_gemma":[0.00006588771,0.0007005432,0.9876761,0.00009155842,0.0001807807,0.002304353,0.0001342622,0.006355524,0.0006491545,0.0005677639,0.00123701,0.00003718469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832252,0.002306101,0.008089918,0.0005788127,0.00008599428,0.0001399506,0.001609912,0.000131517,0.003832606],"genre_scores_gemma":[0.9942837,0.0004596951,0.003869869,0.00005282272,0.00003006059,0.0000688353,0.0010512,0.000008698516,0.0001750087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001820529,"threshold_uncertainty_score":0.009627998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501186721242306,"score_gpt":0.3889123351552896,"score_spread":0.238793663031059,"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."}}