{"id":"W2410098649","doi":"10.1055/s-2006-924921","title":"Bedeutung der Nierenbiopsie für die Nephrologie","year":2005,"lang":"de","type":"letter","venue":"DMW - Deutsche Medizinische Wochenschrift","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nephrology; Medicine; Internal medicine; Urology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00276605,0.004657683,0.005748076,0.001597334,0.001125371,0.0007268791,0.002622192,0.007107376,0.008256873],"category_scores_gemma":[0.004824929,0.004001744,0.003521476,0.001453857,0.002560409,0.0007703984,0.001560658,0.01267313,0.02620463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003503325,"about_ca_system_score_gemma":0.002636579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002083168,"about_ca_topic_score_gemma":0.00005806281,"domain_scores_codex":[0.9790596,0.001764843,0.004153353,0.004564335,0.004580572,0.005877275],"domain_scores_gemma":[0.9855697,0.003180139,0.002066526,0.004889748,0.001248521,0.003045329],"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":[0.00215584,0.001231392,0.004800458,0.003903829,0.008436901,0.01418138,0.001643627,0.00002071711,0.003109891,0.0003099011,0.9312943,0.02891182],"study_design_scores_gemma":[0.006033984,0.001232864,0.007834694,0.003047923,0.01346666,0.0003403627,0.0005737478,0.000288291,0.00233457,0.00009524605,0.9608182,0.003933492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.02235264,0.5404175,0.0003944282,0.3755954,0.01229797,0.004708418,0.002125856,0.001619435,0.04048837],"genre_scores_gemma":[0.07913757,0.119712,0.005624769,0.6335222,0.1157202,0.001298253,0.01558634,0.001947524,0.02745118],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4207055,"threshold_uncertainty_score":0.9966132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527006142514616,"score_gpt":0.3053741072088706,"score_spread":0.2801040457837244,"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."}}