{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01179619,0.0005666161,0.0005579338,0.003006775,0.001096699,0.002011479,0.001827743,0.002360075,0.04968231],"category_scores_gemma":[0.07687423,0.0003502015,0.0006092173,0.001014444,0.0002912773,0.002921695,0.002285969,0.00228617,0.01203944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620702,"about_ca_system_score_gemma":0.003556696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002693602,"about_ca_topic_score_gemma":0.004219483,"domain_scores_codex":[0.9920803,0.005401062,0.0008270335,0.0002101768,0.001069827,0.0004116915],"domain_scores_gemma":[0.9270362,0.05149218,0.003388271,0.002725372,0.009774729,0.005583175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003316994,0.004292545,0.01836754,0.0006120381,0.00002799144,0.002058259,0.001548096,0.0005091242,0.0004902353,0.001066031,0.5204356,0.4502608],"study_design_scores_gemma":[0.003944019,0.004308696,0.1042722,0.01039065,0.0002660447,0.008801718,0.01525724,0.02335918,0.004050704,0.01678229,0.8079808,0.0005863835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1885304,0.002453488,0.0749157,0.3839623,0.01668902,0.03678282,0.0128996,0.01074882,0.2730179],"genre_scores_gemma":[0.3691396,0.005330149,0.4387235,0.05713068,0.006368733,0.04488954,0.009248045,0.0006566554,0.06851315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04968231,"threshold_uncertainty_score":0.1662039,"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."}}