{"id":"W4409651599","doi":"10.1111/hae.70044","title":"Development of an Online Educational Case‐Based Tool to Supplement Haematology Trainee Understanding of Haemostatic Disorders and Their Management","year":2025,"lang":"en","type":"letter","venue":"Haemophilia","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Hematology Society","keywords":"Medicine; Hematology; Medical education; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0005763554,0.0003408118,0.001041347,0.0003694298,0.00008877532,0.00001530692,0.0001475101,0.0002689546,0.0002953098],"category_scores_gemma":[0.000231667,0.0002918094,0.0001164927,0.0002667785,0.000130507,0.00005361241,0.00009136376,0.0004899051,0.000001634577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017725,"about_ca_system_score_gemma":0.000599034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004492731,"about_ca_topic_score_gemma":0.0005150944,"domain_scores_codex":[0.9974319,0.0001656483,0.001224024,0.0005318918,0.000338581,0.0003080056],"domain_scores_gemma":[0.9977777,0.0009988211,0.0004286435,0.0005360732,0.0001416327,0.0001171256],"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":[0.003179869,0.006767901,0.001719996,0.04678604,0.006544611,0.005506108,0.009211996,0.00009878046,0.0003101446,0.02665001,0.7510998,0.1421247],"study_design_scores_gemma":[0.007088801,0.000932134,0.001555321,0.001970802,0.001369469,0.0003063656,0.006180099,0.001399387,0.0002059812,0.004471735,0.9736736,0.0008463204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0876977,0.0001156359,0.006400063,0.9018158,0.0003431887,0.002116766,0.001249212,0.00002417699,0.0002373997],"genre_scores_gemma":[0.2920276,0.00006501119,0.141282,0.5589082,0.0006024431,0.000256058,0.005791843,0.0001046322,0.0009622538],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3429076,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151404194261301,"score_gpt":0.3776190969533556,"score_spread":0.2624786775272255,"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."}}