{"id":"W4224303131","doi":"10.47391/jpma.3987","title":"Development of Banff Classification from 1991 to 2019 for identifying renal allograft rejection: a narrative review for nephrologists","year":2022,"lang":"en","type":"review","venue":"Journal of the Pakistan Medical Association","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Classification scheme; Narrative review; Narrative; Perspective (graphical); Pathology; Intensive care medicine; Artificial intelligence; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003404697,0.0007911887,0.001409582,0.006695958,0.000599894,0.001858936,0.001047877,0.001566025,0.002130236],"category_scores_gemma":[0.012328,0.0003277749,0.001482995,0.004988242,0.0009771195,0.00297604,0.0008177855,0.001895198,0.0004009081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074631,"about_ca_system_score_gemma":0.004664994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003772532,"about_ca_topic_score_gemma":0.008466397,"domain_scores_codex":[0.9985164,0.0004345973,0.000478146,0.000192385,0.0003201572,0.00005830017],"domain_scores_gemma":[0.9934239,0.004563001,0.0008157996,0.00007283767,0.001040952,0.00008340993],"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":[0.0001904175,0.00003675243,0.001899873,0.1811416,0.0006121673,0.0007004775,0.000817321,0.0003346897,0.0004893893,0.01284576,0.07114764,0.7297839],"study_design_scores_gemma":[0.00004254012,0.0001547157,0.00547804,0.346912,0.002368308,0.006328696,0.001016242,0.0002923227,0.0003474274,0.006728762,0.6302428,0.00008818293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001145371,0.9980258,0.0001266785,0.001103397,0.0002834842,0.00001475198,0.00003299876,0.000002012089,0.0002963599],"genre_scores_gemma":[0.002060655,0.9957032,0.0004932531,0.001126747,0.0003931907,0.0000312858,0.00005410524,0.000001519843,0.0001361062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006695958,"threshold_uncertainty_score":0.01800597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153290066512729,"score_gpt":0.4280869827826252,"score_spread":0.3127579761313524,"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."}}