{"id":"W1909517929","doi":"10.1111/j.1399-3046.2010.01376.x","title":"Enhanced resolution of interstitial fibrosis in pediatric renal allograft biopsies using image analysis of trichrome stain","year":2010,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba","funders":"Canadian Institutes of Health Research; Research Manitoba; Astellas Foundation for Research on Metabolic Disorders; F. Hoffmann-La Roche","keywords":"Medicine; Urology; Transplantation; Trichrome stain; Biopsy; Masson's trichrome stain; Pathology; Renal transplant; Fibrosis; Stain; Internal medicine; Staining; Immunohistochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002224724,0.0001783311,0.0005124963,0.001896473,0.00003438446,0.000008834221,0.00007610209,0.0001371933,0.00007941067],"category_scores_gemma":[0.00003097373,0.0001627289,0.0002654279,0.002353928,0.00005435234,0.0001913787,0.000004900732,0.0001776461,0.000001618119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004181254,"about_ca_system_score_gemma":0.0001059334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004931825,"about_ca_topic_score_gemma":0.0003394988,"domain_scores_codex":[0.9983267,0.00006301971,0.0007520953,0.0002690621,0.0003683936,0.0002207027],"domain_scores_gemma":[0.9990951,0.0001901991,0.0003236572,0.0001630287,0.0001471102,0.00008094567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001550894,0.0003961544,0.7478167,0.001458794,0.0003278927,0.0000513433,0.001393456,0.001639572,0.2451685,0.00005803532,0.000001346117,0.0001373535],"study_design_scores_gemma":[0.003087553,0.0002384439,0.9410569,0.00004433367,0.008819374,0.00001325462,0.0000297888,0.002497807,0.04406605,0.00001170569,5.028456e-7,0.0001342537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761242,0.00008853044,0.02293947,0.00001833251,0.0001174707,0.0002914465,0.000290282,0.00002342612,0.0001068816],"genre_scores_gemma":[0.9875757,0.00323277,0.008476351,0.000006504527,0.0001003328,0.00001132571,0.0005693734,0.00001473225,0.00001289907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2011024,"threshold_uncertainty_score":0.6635892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323095389975172,"score_gpt":0.2932354181437012,"score_spread":0.2800044642439495,"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."}}