{"id":"W4412421608","doi":"10.1016/j.pathol.2025.06.004","title":"Laboratory diagnosis of congenital and acquired coagulopathies, including challenging-to-diagnose rare bleeding disorders","year":2025,"lang":"en","type":"article","venue":"Pathology","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; McMaster University Medical Centre","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; McMaster University","keywords":"Medicine; Intensive care medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003558584,0.0001546239,0.0004970267,0.0002602034,0.0001005372,0.000008497169,0.00006885554,0.0001777641,0.00005032733],"category_scores_gemma":[0.0007047052,0.0001331081,0.00006434992,0.0004121033,0.00019103,0.00004316488,0.0001654728,0.0001305054,0.000004740712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003157702,"about_ca_system_score_gemma":0.00005777811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001484011,"about_ca_topic_score_gemma":0.0000216385,"domain_scores_codex":[0.9988912,0.00008649946,0.0003175504,0.0003080604,0.0001134973,0.0002831385],"domain_scores_gemma":[0.999069,0.0004215913,0.00005997089,0.0001880702,0.0001162912,0.0001450265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002089099,0.0003881982,0.8977398,0.0005713789,0.0002025354,0.0006155142,0.002698503,0.000008182299,0.01948801,0.003058734,0.001186818,0.07383348],"study_design_scores_gemma":[0.01748622,0.003747334,0.6434185,0.003555138,0.001391409,0.0003582857,0.01757493,0.001098877,0.09710109,0.002362548,0.2099472,0.001958447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982905,0.009281127,0.0001557943,0.004594516,0.0002601769,0.0003474519,0.00005337059,0.00005459146,0.002347966],"genre_scores_gemma":[0.9951804,0.00357684,0.0002197893,0.000757248,0.00005109661,0.00008612797,0.00001465111,0.00001639966,0.00009749591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2543212,"threshold_uncertainty_score":0.542799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993594993984576,"score_gpt":0.2994848624502069,"score_spread":0.2795489125103612,"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."}}