{"id":"W4390698590","doi":"10.1097/tp.0000000000004907","title":"Phenotypes and Prognostic Subgroups Derived by the RejectClass Clustering Algorithm Are Not Fully Reproducible in an Independent Multicenter Study","year":2024,"lang":"en","type":"letter","venue":"Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Pathology; Biopsy; Kidney; Immunostaining; Immunohistochemistry; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04472732,0.001565505,0.002210284,0.002480475,0.002526687,0.005313241,0.002539887,0.002163768,0.005664379],"category_scores_gemma":[0.07960001,0.0006295536,0.002650874,0.00319069,0.001298395,0.002487625,0.003650197,0.001645176,0.002724187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009869881,"about_ca_system_score_gemma":0.002105036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914273,"about_ca_topic_score_gemma":0.003387456,"domain_scores_codex":[0.9651343,0.01585841,0.003714296,0.008447952,0.004950668,0.001894476],"domain_scores_gemma":[0.9486153,0.01254493,0.007956542,0.01980015,0.009282843,0.001800194],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003049341,0.0002384588,0.9581956,0.0001849633,0.002462479,0.0001436212,0.0008403176,0.001302841,0.001504119,0.0007441582,0.007449035,0.02388497],"study_design_scores_gemma":[0.0004552888,0.001059383,0.9553546,0.0002474379,0.00216325,0.000942332,0.001803413,0.01757801,0.001664267,0.00287362,0.01571806,0.0001403612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9449286,0.001957108,0.03577974,0.001067685,0.0006447094,0.001152446,0.006769025,0.0004940925,0.007206586],"genre_scores_gemma":[0.9820524,0.0001360443,0.006766548,0.0004238852,0.0001829854,0.0007326042,0.008593968,0.0003222581,0.000789444],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9552727,"threshold_uncertainty_score":0.2365435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926865686413663,"score_gpt":0.2944756810257261,"score_spread":0.2652070241615895,"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."}}