{"id":"W4403833522","doi":"10.1681/asn.20244yvbgswh","title":"Kidney Failure Etiology and Modality Worldwide: Apollo Dial DB","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dial; Apollo; Medicine; Etiology; Modality (human–computer interaction); Surgery; Internal medicine; Engineering; Computer science; Biology","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":[0.001963175,0.0003834763,0.0005625922,0.003120448,0.0004553626,0.00154148,0.0006869609,0.0002811964,0.003904378],"category_scores_gemma":[0.005161846,0.0001934589,0.0005124945,0.005443226,0.0002833242,0.0007818618,0.001573637,0.0004151559,0.0009630678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120241,"about_ca_system_score_gemma":0.001545324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02124027,"about_ca_topic_score_gemma":0.02201739,"domain_scores_codex":[0.9979966,0.0003946723,0.0004260415,0.0005295123,0.0004264403,0.0002267104],"domain_scores_gemma":[0.9922662,0.001379481,0.004048837,0.0008105095,0.0009310957,0.0005638171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003551201,0.00007447501,0.9783359,0.0002868121,0.0001722415,0.0001207749,0.0004033044,0.0003112779,0.0001939811,0.0003106598,0.01093052,0.008504995],"study_design_scores_gemma":[0.0001299381,0.0001198178,0.9596744,0.000218427,0.0001838177,0.0007180876,0.001160782,0.001105035,0.000556546,0.0002548354,0.03584415,0.0000342247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6641381,0.0007566389,0.001915249,0.0005440472,0.00002980224,0.0004717829,0.3243062,0.0001418716,0.007696366],"genre_scores_gemma":[0.7957336,0.0005133021,0.005562039,0.0006346527,0.00009146703,0.001096199,0.1951946,0.00006704679,0.001107126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02124027,"threshold_uncertainty_score":0.04223329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077693977405189,"score_gpt":0.2772754386321898,"score_spread":0.266498498858138,"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."}}