{"id":"W4223542796","doi":"10.3389/fcvm.2022.886416","title":"Preventing Postpartum Venous Thromboembolism in 2022: A Narrative Review","year":2022,"lang":"en","type":"review","venue":"Frontiers in Cardiovascular Medicine","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Venous thromboembolism; Postpartum period; Pregnancy; Narrative review; Intensive care medicine; Randomized controlled trial; Obstetrics; Maternal morbidity; Risk stratification; Thrombosis; Surgery; 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","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005433071,0.001108936,0.01688641,0.001623239,0.000158239,0.0000158552,0.0006961717,0.000402772,0.00100331],"category_scores_gemma":[0.001143439,0.0009306147,0.003160368,0.002784946,0.0002396559,0.0001212367,0.0004847489,0.00220813,0.00002359829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001678161,"about_ca_system_score_gemma":0.0006609884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003209816,"about_ca_topic_score_gemma":0.00001983824,"domain_scores_codex":[0.9916355,0.001517888,0.002235322,0.001619643,0.001903907,0.001087736],"domain_scores_gemma":[0.996675,0.0002056082,0.0006059185,0.002141974,0.00007753257,0.0002939715],"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":[0.00001070057,0.0005596475,0.0000372769,0.1150585,0.005622694,0.002265439,0.00123862,0.000006257701,2.893193e-8,0.00002352078,0.09299185,0.7821855],"study_design_scores_gemma":[0.001424732,0.0003734277,0.0003250571,0.1751946,0.01333318,0.000300653,0.001135366,0.000005277597,4.665983e-8,0.00004557599,0.8072758,0.000586251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003720756,0.9820557,0.00008380014,0.0005464372,0.004542097,0.007201357,0.00001940849,0.00008697464,0.005460558],"genre_scores_gemma":[0.000005461142,0.9938536,0.0004459512,0.0009827476,0.0008475534,0.002607958,0.0007287064,0.0002133761,0.0003146325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7815992,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372684062539605,"score_gpt":0.3217512469062234,"score_spread":0.2880244062808274,"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."}}