{"id":"W4407753650","doi":"10.1016/j.kint.2024.11.020","title":"The authors reply","year":2025,"lang":"en","type":"letter","venue":"Kidney International","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000743983,0.0001740241,0.0002771915,0.0000774513,0.0001262845,0.0001534476,0.0003999996,0.0004081106,0.001141133],"category_scores_gemma":[0.01281579,0.0001136268,0.0002574435,0.00009607265,0.00008901877,0.00006129221,0.00009492658,0.002322424,0.0002551748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001154057,"about_ca_system_score_gemma":0.0008921786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004270061,"about_ca_topic_score_gemma":0.000002848423,"domain_scores_codex":[0.998103,0.0001461606,0.0005499054,0.0003423704,0.0006506726,0.0002078717],"domain_scores_gemma":[0.9968171,0.001723927,0.0003034195,0.0005589406,0.0004614832,0.000135154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001026942,0.00002563643,0.0001652106,0.00003874352,0.0005626818,0.0001580779,0.00001036557,5.534651e-8,0.000004751471,0.002077569,0.9946886,0.002165643],"study_design_scores_gemma":[0.0006836121,0.00003952297,0.0001613487,0.0001887647,0.0002097358,0.00001651895,0.000007670145,0.0001212192,0.00000610447,0.0005944171,0.9978643,0.0001067766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00000606731,0.00008595117,0.00005066115,0.9137086,0.006053847,0.0002247251,0.0003058475,0.0000565341,0.07950771],"genre_scores_gemma":[0.00004755023,0.0001007169,0.0001489064,0.7474239,0.008398967,0.00002956394,0.0006870072,0.00001423187,0.2431492],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1662848,"threshold_uncertainty_score":0.9999793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451191577416716,"score_gpt":0.3777672760147873,"score_spread":0.3432553602406201,"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."}}