{"id":"W4211208372","doi":"10.1016/j.surg.2021.12.037","title":"Prophylaxis extension for venous thromboembolism after major abdominal and pelvic surgery for cancer (prevent): Quality improvement transitioned into a cohort study","year":2022,"lang":"en","type":"article","venue":"Surgery","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Hospital; Hamilton General Hospital; McMaster University","funders":"","keywords":"Medicine; Confidence interval; Hazard ratio; Cohort; Incidence (geometry); Surgery; Prospective cohort study; Cohort study; Proportional hazards model; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002913905,0.0003331793,0.001589767,0.0003076344,0.0005658413,0.00004252667,0.00007447491,0.00006911704,0.0002760781],"category_scores_gemma":[0.0001390506,0.0003156808,0.0004935474,0.0002394721,0.00006854336,0.0001099243,0.0001244243,0.0001741085,0.000001980196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003224957,"about_ca_system_score_gemma":0.0002955391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495775,"about_ca_topic_score_gemma":0.0003219273,"domain_scores_codex":[0.9969573,0.0001940647,0.0008370262,0.0008420043,0.0006059888,0.0005636319],"domain_scores_gemma":[0.9981128,0.0007410579,0.0002587172,0.0004882494,0.0002134023,0.0001857748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01406131,0.04267445,0.3727051,0.01033791,0.005665597,0.0004063176,0.01298547,0.00005332621,0.0137182,0.0001817368,0.0442636,0.4829469],"study_design_scores_gemma":[0.002146069,0.002310033,0.9837502,0.0001438185,0.001415987,0.00001386918,0.002803325,0.0000787297,0.000739404,0.0005708676,0.005469667,0.0005580736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863757,0.001366389,0.0004098273,0.001500736,0.001173575,0.008882866,0.0001999491,0.00007776306,0.00001319185],"genre_scores_gemma":[0.9729465,0.0002136223,0.0001870531,0.001359143,0.0003120038,0.02459532,0.0001611538,0.00007828655,0.0001469428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.611045,"threshold_uncertainty_score":0.9999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269729807544898,"score_gpt":0.3081788080897338,"score_spread":0.2854815100142848,"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."}}