{"id":"W2099416979","doi":"10.1097/01.mcp.0000130329.21799.7b","title":"External validation and comparison of recently described prediction rules for suspected pulmonary embolism","year":2004,"lang":"en","type":"review","venue":"Current Opinion in Pulmonary Medicine","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pulmonary embolism; MEDLINE; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007034094,0.0006668347,0.003696393,0.001034678,0.00009783229,0.00001523082,0.0002331392,0.0003607651,0.00010006],"category_scores_gemma":[0.0002410425,0.0005411955,0.0003158914,0.0005446646,0.0002603206,0.0001506087,0.0001382516,0.0005907463,0.000007591308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119155,"about_ca_system_score_gemma":0.0002797819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005815382,"about_ca_topic_score_gemma":9.156006e-7,"domain_scores_codex":[0.9956532,0.0001879006,0.002149458,0.0008636086,0.00067356,0.0004722446],"domain_scores_gemma":[0.997729,0.0002735072,0.001003212,0.0005176412,0.0002234751,0.0002531466],"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":[0.0001335046,0.001905203,0.0006800512,0.1155004,0.0001513474,0.000006897778,0.0002179753,0.000005562635,0.00001007209,0.001322319,0.00200789,0.8780588],"study_design_scores_gemma":[0.002161668,0.0008879795,0.006689679,0.2423533,0.001954842,0.000160854,0.0002071678,0.0003709767,0.000005775534,0.0008934618,0.7438794,0.0004349014],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001837748,0.9874087,0.0007033849,0.0002739598,0.006276338,0.00464632,0.0001867611,0.00008232749,0.0002384523],"genre_scores_gemma":[0.0009826538,0.990202,0.0003339529,0.000009098304,0.001857859,0.0007130566,0.005765435,0.00009178949,0.00004416424],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8776239,"threshold_uncertainty_score":0.9997039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1451621169787056,"score_gpt":0.423047503035885,"score_spread":0.2778853860571794,"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."}}