{"id":"W4380625917","doi":"10.1093/ndt/gfad063c_4494","title":"#4494 DRUG UTILIZATION FOLLOWING INCIDENT CHRONIC KIDNEY DISEASE: AN OBSERVATIONAL STUDY IN THE UNITED STATES AND JAPAN","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Kidney disease; Dialysis; Discontinuation; Renal function; Internal medicine; Diabetes mellitus; Heart failure; Hemodialysis; Creatinine; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007806761,0.0003873609,0.0006831849,0.001326723,0.0009192073,0.001188784,0.0007500859,0.0005758398,0.001984622],"category_scores_gemma":[0.00184688,0.0006513238,0.001141263,0.003913344,0.0003710141,0.0008974086,0.001100542,0.0008965129,0.0005466669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082132,"about_ca_system_score_gemma":0.001146053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0673802,"about_ca_topic_score_gemma":0.06078826,"domain_scores_codex":[0.9990457,0.0001720764,0.0002465435,0.0002313225,0.0001551392,0.0001492061],"domain_scores_gemma":[0.997079,0.0001829597,0.001618659,0.0001990683,0.0003375555,0.0005827288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003830492,0.00002417993,0.9992261,0.0000279341,0.00007135706,0.00002969982,0.00006560612,0.00001099091,0.00003036255,0.000006077393,0.0002515331,0.000217674],"study_design_scores_gemma":[0.00000826041,0.00002913966,0.9991806,0.0000201005,0.00006351734,0.00007621885,0.0002798657,0.00008770544,0.00001058958,0.000007174893,0.0002318286,0.000004926226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935987,0.0007965593,0.00006791033,0.0001149962,0.00001458472,0.00003298958,0.004662108,0.000004656189,0.0007074549],"genre_scores_gemma":[0.9946291,0.000415626,0.0001021352,0.0002191695,0.00002894353,0.00007075287,0.004189715,0.000004841684,0.0003398515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0673802,"threshold_uncertainty_score":0.133976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05269853145827665,"score_gpt":0.3184456529835971,"score_spread":0.2657471215253204,"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."}}