{"id":"W4317940521","doi":"10.1016/j.jtha.2022.11.042","title":"Beyond the guidelines: how we approach challenging scenarios in the diagnosis and management of von Willebrand disease","year":2023,"lang":"en","type":"article","venue":"Journal of Thrombosis and Haemostasis","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Von Willebrand disease; Medicine; Von Willebrand factor; Intensive care medicine; Multidisciplinary approach; Disease; Clinical Practice; Immunology; Pathology; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0349319,0.001467745,0.002455232,0.004675623,0.007594408,0.0211832,0.005283719,0.02105762,0.008246477],"category_scores_gemma":[0.1485924,0.001239019,0.002062268,0.002186202,0.007678058,0.02190422,0.01134184,0.0458317,0.003821099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007474222,"about_ca_system_score_gemma":0.02855305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009666108,"about_ca_topic_score_gemma":0.02501691,"domain_scores_codex":[0.959573,0.02582759,0.004552868,0.001603177,0.006045109,0.002398319],"domain_scores_gemma":[0.8902909,0.05586532,0.006826057,0.00285103,0.02573765,0.01842913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001343519,0.0005151964,0.01012741,0.001642126,0.0002654725,0.01729432,0.007743571,0.00372497,0.0004975833,0.06492992,0.5890064,0.3041188],"study_design_scores_gemma":[0.0002116035,0.0002735551,0.00449827,0.01742742,0.0002609734,0.01660219,0.01548938,0.004458682,0.0004037346,0.3048594,0.6350406,0.0004742014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001919336,0.01999958,0.01814763,0.9374967,0.006717634,0.0001564668,0.00007727508,0.000195606,0.01528978],"genre_scores_gemma":[0.1539006,0.1117763,0.2014312,0.4557236,0.06354431,0.001296409,0.0007987259,0.0009984189,0.01053028],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0349319,"threshold_uncertainty_score":0.1847398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116442700605458,"score_gpt":0.3467136009771778,"score_spread":0.2302709003717198,"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."}}