{"id":"W2979375622","doi":"10.1182/blood.v128.22.533.533","title":"External Validation of a Clinical and Claims-Based Approach for Predicting 90-Day Post-Pulmonary Embolism Outcomes Among US Veterans","year":2016,"lang":"en","type":"article","venue":"Blood","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Pulmonary embolism; Atrial fibrillation; Internal medicine; Myocardial infarction; Heart failure; Stroke (engine); Coagulopathy; 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":[0.04079378,0.001045928,0.000625708,0.002505686,0.0007075935,0.00194178,0.00206253,0.001329123,0.001266204],"category_scores_gemma":[0.08417346,0.000408334,0.001443984,0.001663191,0.001336952,0.0009192752,0.002245643,0.001140249,0.0009190063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063911,"about_ca_system_score_gemma":0.001854202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004564129,"about_ca_topic_score_gemma":0.003579673,"domain_scores_codex":[0.9746891,0.01479564,0.002361722,0.00290752,0.004485376,0.0007606581],"domain_scores_gemma":[0.9272696,0.02702973,0.0139767,0.01208798,0.01786494,0.001771092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007583824,0.0003209432,0.9923642,0.0000369628,0.0002893577,0.0000282148,0.0001989588,0.001110022,0.0003286231,0.0001387934,0.0006141825,0.003811299],"study_design_scores_gemma":[0.0002534937,0.001159695,0.9774126,0.00008344329,0.0002423136,0.0001804127,0.0002991019,0.01661793,0.001375895,0.0002943948,0.002051805,0.00002875542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853815,0.0001807017,0.00596588,0.0002126007,0.000088023,0.0006648927,0.004485559,0.0001000155,0.002920815],"genre_scores_gemma":[0.9918597,0.00003465747,0.002136479,0.0001441101,0.00005869975,0.0003844049,0.005118123,0.0000190514,0.0002449315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04079378,"threshold_uncertainty_score":0.2157407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983465824272191,"score_gpt":0.3122285840713642,"score_spread":0.2823939258286423,"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."}}