{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007378799,0.0001514582,0.0002899161,0.0007998789,0.00032188,0.0005556128,0.0002741257,0.0002033566,0.0007330519],"category_scores_gemma":[0.002253312,0.0001439776,0.0004483214,0.001312606,0.0002973038,0.000519672,0.0006823363,0.0003684152,0.00006021463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009538856,"about_ca_system_score_gemma":0.0009064487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1447327,"about_ca_topic_score_gemma":0.1396513,"domain_scores_codex":[0.9995112,0.00007703884,0.0001148271,0.00008714,0.0001351031,0.00007454972],"domain_scores_gemma":[0.998471,0.00008874131,0.001032587,0.00004037847,0.0001938459,0.0001734959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002662001,0.000009961384,0.9970267,0.0000347987,0.000037142,0.00005832033,0.0003970952,0.0000193705,0.0001738686,0.00001127564,0.00004427313,0.002160639],"study_design_scores_gemma":[0.000001018899,0.00001297885,0.99961,0.000011573,0.000006411626,0.00006298625,0.000179367,0.00002571432,0.00000862545,0.000004277362,0.00007586608,0.000001146283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988857,0.0005058366,0.00003785723,0.00007137773,0.000002037009,0.000008527716,0.0002303273,0.000001012376,0.0002573504],"genre_scores_gemma":[0.99927,0.0004208056,0.00006436161,0.00001980688,0.000003761352,0.000007965806,0.0001515238,5.971232e-7,0.00006115035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1447327,"threshold_uncertainty_score":0.2877805,"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."}}