{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006972182,0.0002443553,0.001836505,0.0001529213,0.0002233701,0.0000224928,0.0004371671,0.0003669701,0.00009107394],"category_scores_gemma":[0.008611237,0.0001319577,0.001462005,0.0004086965,0.00003251018,0.00005868494,0.0001047169,0.0007225854,0.000003047658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471052,"about_ca_system_score_gemma":0.001324848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006940558,"about_ca_topic_score_gemma":0.00002142793,"domain_scores_codex":[0.9949628,0.0005465755,0.002389055,0.0002561835,0.001622887,0.000222459],"domain_scores_gemma":[0.993795,0.00122566,0.004016763,0.0002480838,0.0005696949,0.0001448341],"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":[0.0002427893,0.0002495423,0.00002146067,0.01636619,0.00232756,0.000009219959,0.001302806,9.888834e-7,0.0001152678,0.00003461021,0.1150477,0.8642819],"study_design_scores_gemma":[0.0006871516,0.0002580365,0.0002347644,0.02832469,0.00222679,0.00005697504,0.000308262,0.00000555418,0.000009850328,0.0001017931,0.9676557,0.000130428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008136203,0.9859707,0.00611543,0.004139125,0.001081053,0.002478811,0.00009342404,0.00001710631,0.00002297298],"genre_scores_gemma":[0.000009692771,0.9870221,0.01050492,0.000621934,0.000671316,0.0003267695,0.0002372538,0.00003376885,0.0005722241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8641515,"threshold_uncertainty_score":0.9997396,"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."}}