{"id":"W3137864617","doi":"10.1111/nep.13873","title":"Dialysis initiation in older persons across centres and over time in Australia and New Zealand","year":2021,"lang":"en","type":"article","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Health and Medical Research Council; Royal Australasian College of Physicians","keywords":"Medicine; Dialysis; Gerontology; Demography; Internal medicine","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":[0.00008107961,0.00007288627,0.0002158666,0.00008708409,0.00001499357,0.00001951729,0.00001564066,0.00007216418,0.0006530785],"category_scores_gemma":[0.0000295617,0.00006333229,0.00002955654,0.0001635274,0.0000412046,0.00004011611,0.00004929646,0.00007340395,0.0000114905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001908969,"about_ca_system_score_gemma":0.00002388571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006615251,"about_ca_topic_score_gemma":0.002129612,"domain_scores_codex":[0.9993609,0.00005561648,0.0001318118,0.0002036269,0.00006986562,0.0001781771],"domain_scores_gemma":[0.9997576,0.00003250205,0.00002493421,0.0000868677,0.00001024426,0.00008778064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001937494,0.0002435502,0.9680406,0.00005075084,0.0001399741,0.000523451,0.003305498,0.00002282698,0.004247596,0.0001238472,0.01770381,0.005404324],"study_design_scores_gemma":[0.002419879,0.0000346049,0.9873874,0.00002165109,0.00010359,0.00000832438,0.00008947164,0.0002239552,0.00004996481,0.00011744,0.009486441,0.00005729583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958722,0.000260448,0.000002965734,0.003489799,0.0000233527,0.00009720655,0.000006518906,0.000005690826,0.0002418167],"genre_scores_gemma":[0.9934569,0.000130181,0.00004748872,0.00152656,0.00006880723,0.000004847432,0.00005505867,0.000005232923,0.004704925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01934676,"threshold_uncertainty_score":0.7150752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740897340609176,"score_gpt":0.2947512026816821,"score_spread":0.2773422292755903,"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."}}