{"id":"W4408777285","doi":"10.1016/j.labinv.2024.102731","title":"502 Teaching Lymph Node Pathology Using an Interactive Online Learning Module","year":2025,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University; Kingston General Hospital","funders":"","keywords":"Lymph node; Pathology; Computer science; Node (physics); Multimedia; Medicine; Engineering","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":[0.0006979952,0.001109847,0.0003783978,0.0007195423,0.0004061123,0.0008460364,0.001391855,0.0008872811,0.2904345],"category_scores_gemma":[0.001538243,0.0003635492,0.0005454115,0.0003275675,0.0001681333,0.0008572678,0.002232098,0.0006720008,0.07631677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000338208,"about_ca_system_score_gemma":0.0007549041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005223966,"about_ca_topic_score_gemma":0.001531149,"domain_scores_codex":[0.999713,0.00006584065,0.00001862104,0.00006673262,0.0000670677,0.0000687617],"domain_scores_gemma":[0.9986633,0.0004440797,0.00005583639,0.00008670356,0.0001692949,0.000580824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00137435,0.01182901,0.01043881,0.0004177309,0.00003692618,0.002780769,0.0005429586,0.002393787,0.03809164,0.001487329,0.1674217,0.7631848],"study_design_scores_gemma":[0.0021145,0.01083764,0.06402121,0.0007986396,0.0002484185,0.02431666,0.001688435,0.05737315,0.06764068,0.01269218,0.757927,0.000341522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3202797,0.000770122,0.2432842,0.003004391,0.001874523,0.003212377,0.002645923,0.02476043,0.4001683],"genre_scores_gemma":[0.2683949,0.001180316,0.2409708,0.002584428,0.00124862,0.002640264,0.002964944,0.001331059,0.4786846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2904345,"threshold_uncertainty_score":0.9716001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974469073796865,"score_gpt":0.3120447283180708,"score_spread":0.2923000375801022,"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."}}