{"id":"W4416223073","doi":"10.1302/1358-992x.2025.13.053","title":"PREDICTING 30-DAY VENOUS THROMBOEMBOLISM FOLLOWING TOTAL JOINT REPLACEMENT, ACCOUNTING FOR TRENDS IN ANNUAL LENGTH OF STAY","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pulmonary embolism; Deep vein; Incidence (geometry); Joint arthroplasty; Thrombosis; Venous thromboembolism; Complication; Venous thrombosis","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":[0.001140523,0.0003728539,0.0003378282,0.0007443265,0.0001279771,0.000648508,0.0002758647,0.000302976,0.0007491002],"category_scores_gemma":[0.005228512,0.0001504566,0.0006562587,0.0005836019,0.0000830245,0.0003827899,0.0003010744,0.0004771488,0.0002408444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003350114,"about_ca_system_score_gemma":0.0006718558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00676469,"about_ca_topic_score_gemma":0.008118025,"domain_scores_codex":[0.9995999,0.0001255216,0.0000616883,0.00009375838,0.00006885542,0.00005023897],"domain_scores_gemma":[0.9985474,0.0006267925,0.0004458335,0.00007441435,0.00019557,0.000110035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000135016,0.00008019454,0.9711421,0.00003109064,0.0001122485,0.00004075057,0.00003071717,0.01478998,0.0002069465,0.00006488514,0.00058595,0.01278029],"study_design_scores_gemma":[0.00001939016,0.0004427981,0.6914859,0.00006222016,0.0001301507,0.0002271881,0.0001632454,0.3053348,0.000546864,0.0005193033,0.001047329,0.00002085269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915071,0.0004887079,0.005425243,0.0003425186,0.0000301867,0.00002680115,0.001715529,0.00005391516,0.0004101276],"genre_scores_gemma":[0.995986,0.0001859194,0.001891576,0.00002834629,0.00002015281,0.00001798804,0.001659006,0.000003644871,0.0002073534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00676469,"threshold_uncertainty_score":0.01345062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126804853901544,"score_gpt":0.279071112566666,"score_spread":0.2663906271765116,"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."}}