{"id":"W2725256240","doi":"10.14740/gr875e","title":"Histology and Glutamine Synthetase Immunoreactivity in Liver Biopsies From Patients With Congestive Heart Failure","year":2017,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Liver transplantation; Pathology; Fibrosis; H&E stain; Internal medicine; Histopathology; Atrophy; Trichrome; Gastroenterology; Liver biopsy; Biopsy; Transplantation; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002220902,0.0001088428,0.0002664724,0.0001665081,0.0001838629,0.00002373917,0.0001026349,0.00008172866,0.00005005589],"category_scores_gemma":[0.0000566211,0.00008587864,0.00002225186,0.00003012505,0.0008757501,0.0001749397,0.00007867363,0.0003794887,0.00001906737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005031509,"about_ca_system_score_gemma":0.00004394404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798256,"about_ca_topic_score_gemma":0.002297468,"domain_scores_codex":[0.9987699,0.0002297442,0.0001112877,0.0003260917,0.0002004988,0.0003624279],"domain_scores_gemma":[0.9991767,0.0001519386,0.00004728908,0.0003542971,0.0001496061,0.0001202037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006469508,0.0002800318,0.9913694,0.00003149684,0.0001424381,0.0002492616,0.0002859687,2.67308e-7,0.0008815238,0.000009407219,0.00007757799,0.0002030736],"study_design_scores_gemma":[0.004621493,0.0009339819,0.9936872,0.00008517876,0.00008923341,0.00003764911,0.00008977521,0.0000394233,0.0003133794,0.00003295333,0.00002759064,0.0000421711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976858,0.00009270902,0.000009559714,0.001622208,0.00002646107,0.0003562983,0.0001363271,0.00001033523,0.00006033222],"genre_scores_gemma":[0.9994787,0.00005001897,0.0001536423,0.00008612542,0.00002662424,0.00003531333,0.0001412534,0.00001047409,0.00001784652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002317726,"threshold_uncertainty_score":0.3502029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539774264919244,"score_gpt":0.3041219897823643,"score_spread":0.2787242471331718,"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."}}