{"id":"W4386102266","doi":"10.1016/j.rpth.2023.102184","title":"Overuse and underuse of thromboprophylaxis in medical inpatients","year":2023,"lang":"en","type":"article","venue":"Research and Practice in Thrombosis and Haemostasis","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Novartis Stiftung für Medizinisch-Biologische Forschung; Gottfried und Julia Bangerter-Rhyner-Stiftung; Novartis Institutes for BioMedical Research; Schweizerische Herzstiftung; Novartis Foundation; Society of General Internal Medicine","keywords":"Medical prescription; Medicine; Venous thromboembolism; Risk assessment; Prospective cohort study; Emergency medicine; Cohort study; Internal medicine; Intensive care medicine; 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":[0.00110153,0.0002174557,0.0002863666,0.001028061,0.0003554188,0.0008393499,0.0002623324,0.0004031413,0.001491279],"category_scores_gemma":[0.0102114,0.0001612975,0.0003299259,0.000977363,0.0003599701,0.0004296307,0.0007251709,0.0004769794,0.0001310915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000533948,"about_ca_system_score_gemma":0.0006219097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069251,"about_ca_topic_score_gemma":0.004173596,"domain_scores_codex":[0.998151,0.0005728933,0.0003312507,0.0002524622,0.00042463,0.0002676971],"domain_scores_gemma":[0.988807,0.0019309,0.007438438,0.0004493205,0.0004658339,0.0009086015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004043924,0.00001140776,0.9987605,0.00000798553,0.00001267227,0.00003138291,0.00004860402,0.00001528934,0.00003310138,0.00001160698,0.00004298352,0.0009840672],"study_design_scores_gemma":[0.000002008129,0.00003028987,0.9993681,0.00001391284,0.00001105389,0.0001732877,0.0001490861,0.0001226036,0.00003923903,0.00002059054,0.00006776949,0.000002116152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990743,0.0002554078,0.00003436539,0.0001280646,0.000005280054,0.000003760394,0.0002076136,0.000002163999,0.0002889249],"genre_scores_gemma":[0.9996191,0.0001185458,0.00003989405,0.00003647056,0.00001377566,0.000003189006,0.0001400427,9.024957e-7,0.00002801505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004069251,"threshold_uncertainty_score":0.008091092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2123015222505256,"score_gpt":0.4895514651055674,"score_spread":0.2772499428550418,"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."}}