{"id":"W4417042345","doi":"10.1182/hematology.2025000695","title":"Diagnosis of bleeding disorder of unknown cause: how many tests are enough to diagnose BDUC?","year":2025,"lang":"en","type":"article","venue":"Hematology","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Von Willebrand disease; Partial thromboplastin time; Hemostasis; Bleeding diathesis; Von Willebrand factor; Bleeding time; Coagulopathy; Platelet disorder; Blood Platelet Disorders","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":[],"consensus_categories":[],"category_scores_codex":[0.00005870311,0.0001726335,0.0008089784,0.0002462796,0.00003837435,0.000004102478,0.00009693276,0.0001419297,0.00009842587],"category_scores_gemma":[0.0004750153,0.000147096,0.00009804463,0.0004241328,0.00008319148,0.00003886163,0.00008567305,0.00009512047,0.00001433244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002884132,"about_ca_system_score_gemma":0.00005706323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118938,"about_ca_topic_score_gemma":0.0002731758,"domain_scores_codex":[0.9989988,0.00002864275,0.0002899112,0.0002756721,0.0001258649,0.0002811454],"domain_scores_gemma":[0.9989671,0.0003749574,0.0001370258,0.0003167332,0.0001190902,0.00008516389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008336861,0.001153536,0.9753634,0.0006658749,0.0003931709,0.0005205097,0.000257488,0.00000274954,0.0002926791,0.009288169,0.009098874,0.002880202],"study_design_scores_gemma":[0.01266576,0.001560936,0.7678092,0.004488907,0.001807486,0.0007404647,0.002438814,0.00007859858,0.1395685,0.00326922,0.06486084,0.0007112818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982251,0.003644945,0.00005852728,0.01210992,0.0001646092,0.0004723023,0.00002186494,0.0000318996,0.001244861],"genre_scores_gemma":[0.9976106,0.0006199411,0.000415012,0.0003545938,0.00001113946,0.0001584182,0.00001490928,0.00001674557,0.0007986777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075542,"threshold_uncertainty_score":0.5998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654298807312548,"score_gpt":0.3017184183423539,"score_spread":0.2851754302692284,"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."}}