{"id":"W2775215419","doi":"10.1038/modpathol.2017.151","title":"Development of a novel histologic diagnostic algorithm for hepatic graft-versus-host disease","year":2017,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Liver physiology and pathology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pathology; Host (biology); Medicine; Graft-versus-host disease; Disease; Algorithm; Computer science; Biology","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":[0.003247079,0.001173817,0.0009528102,0.005624062,0.0008521614,0.003139242,0.001948717,0.001170943,0.002248422],"category_scores_gemma":[0.006708282,0.0005938454,0.0009582799,0.001079008,0.0004987122,0.002294117,0.001544923,0.001583884,0.001482254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187695,"about_ca_system_score_gemma":0.002509528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184586,"about_ca_topic_score_gemma":0.003658885,"domain_scores_codex":[0.9986993,0.0002530998,0.0002345962,0.0003066093,0.0004022536,0.0001041689],"domain_scores_gemma":[0.9960636,0.0006336882,0.0003708912,0.0002558899,0.002438177,0.0002375651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004760419,0.0004335702,0.1958986,0.0003765107,0.0002743129,0.00137727,0.000232899,0.01332637,0.02903612,0.008103837,0.01870868,0.7317557],"study_design_scores_gemma":[0.0002988963,0.0008649931,0.0997987,0.0005645027,0.0009388668,0.02140934,0.0008516666,0.746834,0.05267259,0.02513827,0.05041105,0.0002171178],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.102916,0.002103467,0.8775698,0.002951592,0.0005424603,0.001214987,0.0008819413,0.004632152,0.007187662],"genre_scores_gemma":[0.182727,0.0007312837,0.8126097,0.0004130195,0.0002741749,0.0003659591,0.001230833,0.0001749436,0.001473126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005624062,"threshold_uncertainty_score":0.0171724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06526874458465338,"score_gpt":0.3193812761594904,"score_spread":0.254112531574837,"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."}}