{"id":"W3025448568","doi":"10.1016/j.ccc.2020.02.002","title":"Risk Stratification of Pulmonary Embolism","year":2020,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Daiichi Sankyo Company; Pfizer Canada; Sanofi; Pfizer; Bristol-Myers Squibb Canada; Bristol-Myers Squibb","keywords":"Medicine; Pulmonary embolism; Risk stratification; Intensive care medicine; Internal medicine; Cardiology; Stratification (seeds); Risk assessment","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002363883,0.0003543027,0.00296037,0.0001051331,0.00006325662,0.00002345793,0.0002316985,0.0004680274,0.0001653705],"category_scores_gemma":[0.002082836,0.0002992573,0.0009377585,0.0002658438,0.0002089594,0.00003857785,0.0001344863,0.0007321588,0.0001883855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008607461,"about_ca_system_score_gemma":0.000428061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007663063,"about_ca_topic_score_gemma":0.000001007193,"domain_scores_codex":[0.9973264,0.0001967468,0.00125205,0.0005816965,0.0003752201,0.000267852],"domain_scores_gemma":[0.9975179,0.0008232652,0.0003042643,0.0007094684,0.0003492954,0.0002957893],"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":[0.000005506066,0.0003179692,0.00001049345,0.06420044,0.0001375405,0.00009733179,0.00009426911,7.748578e-8,7.033533e-8,0.009210132,0.0008894661,0.9250367],"study_design_scores_gemma":[0.0001186673,0.0002831496,0.0001202515,0.006974643,0.00891395,0.00001593314,0.0003547782,0.00001743743,7.481614e-7,0.0003636933,0.9825954,0.0002413855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004585652,0.9899233,0.0001474951,0.0003070999,0.0006177413,0.00106606,0.0002862768,0.00006804015,0.007579393],"genre_scores_gemma":[0.001497573,0.9962957,0.0005622432,0.0002328865,0.0006623722,0.0001106138,0.0005212813,0.00007583682,0.00004147469],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9817059,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08230063785559232,"score_gpt":0.4315933604683591,"score_spread":0.3492927226127668,"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."}}