{"id":"W4403834957","doi":"10.1681/asn.2024xg9xnfec","title":"Primary Cause of Kidney Failure in 40 Countries in Apollo Dial DB","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dial; Apollo; Medicine; Primary (astronomy); Kidney; Internal medicine; Engineering; Physics; 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":[0.001884973,0.0003226268,0.000482855,0.001978714,0.0004885601,0.001075585,0.0004057818,0.0002899769,0.002105335],"category_scores_gemma":[0.004223219,0.0002314453,0.0007172129,0.003664591,0.0003735448,0.0006164011,0.001752707,0.0006372383,0.0003284574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009915701,"about_ca_system_score_gemma":0.0008992168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02286329,"about_ca_topic_score_gemma":0.01672653,"domain_scores_codex":[0.9980897,0.0006520967,0.0003120525,0.0004004497,0.0002392941,0.0003063115],"domain_scores_gemma":[0.9957392,0.0009255159,0.002411949,0.0002130652,0.0003865571,0.0003237355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007865461,0.00002329916,0.9962495,0.00008370432,0.0000785797,0.00009740662,0.0003025018,0.0001552802,0.00004734994,0.00008434079,0.001183531,0.001615786],"study_design_scores_gemma":[0.00004148722,0.00004511984,0.9940346,0.0001306802,0.00008436557,0.000433179,0.001609192,0.0003777028,0.00014562,0.00009695937,0.002982951,0.00001812538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709001,0.0007796986,0.000318218,0.0002677856,0.00001707912,0.00006358675,0.02604551,0.00001959379,0.001588464],"genre_scores_gemma":[0.9799222,0.0006420559,0.0008771972,0.000323762,0.00002548582,0.0001944425,0.01772674,0.00001330099,0.0002748288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02286329,"threshold_uncertainty_score":0.04546046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009548441949436449,"score_gpt":0.2713692734823981,"score_spread":0.2618208315329617,"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."}}