{"id":"W4282943783","doi":"10.1111/nep.14073","title":"Dialysis modality utilization patterns and mortality in older persons initiating dialysis in Australia and New Zealand","year":2022,"lang":"en","type":"article","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Health and Medical Research Council","keywords":"Medicine; Dialysis; Peritoneal dialysis; Population; Intensive care medicine; Home dialysis; Treatment modality; Emergency medicine; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004015044,0.0001189672,0.0003713333,0.0002948488,0.00006054889,0.00001760109,0.00004430997,0.00005625689,0.0005950588],"category_scores_gemma":[0.00004173111,0.0001132043,0.00005930488,0.0003651703,0.00004623544,0.0000533991,0.0001509666,0.0001745758,0.000001011965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006200193,"about_ca_system_score_gemma":0.0000313634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000959,"about_ca_topic_score_gemma":0.005452653,"domain_scores_codex":[0.9986994,0.0002554177,0.0002936327,0.000350641,0.0001784785,0.0002224559],"domain_scores_gemma":[0.9995756,0.00004821239,0.00007778471,0.0001701846,0.00001176332,0.0001164311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000742905,0.0001841724,0.9940646,0.00004497944,0.0001214879,0.00008148042,0.001797284,0.0002961926,0.0001385208,0.00009883667,0.0002586978,0.00283942],"study_design_scores_gemma":[0.001740912,0.00007508781,0.9941099,0.000009978612,0.0003615305,0.000004666451,0.0004026541,0.002263927,0.000006950849,0.0004509874,0.0004782059,0.00009522092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975323,0.00008014339,0.00009350259,0.001825144,0.00003949158,0.0002625426,0.00002456795,0.00001258004,0.0001297136],"genre_scores_gemma":[0.9982925,0.0000625834,0.00003611315,0.001079355,0.00005715149,0.00005322804,0.0001296724,0.000008645022,0.0002807366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004556938,"threshold_uncertainty_score":0.9965829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05920737038290414,"score_gpt":0.3233895704395692,"score_spread":0.264182200056665,"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."}}