{"id":"W4309287728","doi":"10.6000/1929-6029.2022.11.16","title":"The Use of Putative Dialysis Initiation Time in Comparative Outcomes of Patients with Advanced Chronic Kidney Disease: Methodological Aspects","year":2022,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Dialysis; Medicine; Kidney disease; Intensive care medicine; Quality of life (healthcare); Renal function; Disease; Cohort; Cohort study; Retrospective cohort study; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2761079,0.001086227,0.002093899,0.003377325,0.001775139,0.003355475,0.005341763,0.002219243,0.001449314],"category_scores_gemma":[0.4863929,0.0007006931,0.00732099,0.005729603,0.003904916,0.002467303,0.003862455,0.003270935,0.0002097291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002282664,"about_ca_system_score_gemma":0.003099977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006881968,"about_ca_topic_score_gemma":0.003587052,"domain_scores_codex":[0.6014939,0.3540585,0.02099929,0.0124788,0.00984072,0.00112886],"domain_scores_gemma":[0.5004406,0.4073311,0.04509763,0.03755488,0.007921389,0.001654463],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006040689,0.0007950909,0.7527236,0.004540825,0.01688728,0.0006995365,0.006155364,0.01821128,0.001103971,0.07665408,0.003485722,0.1127026],"study_design_scores_gemma":[0.00372919,0.01396813,0.4817858,0.005110912,0.02029361,0.002615161,0.005851018,0.215175,0.01016704,0.1923806,0.04811465,0.0008088612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2678364,0.01390349,0.6913277,0.008052033,0.001614709,0.008465033,0.004085369,0.0002239109,0.004491359],"genre_scores_gemma":[0.7880946,0.001104992,0.1915616,0.001760574,0.0004472747,0.0146694,0.0014262,0.00005610246,0.0008792647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7238921,"threshold_uncertainty_score":0.8926878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1572464439171261,"score_gpt":0.4772520516673895,"score_spread":0.3200056077502635,"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."}}