{"id":"W4402288538","doi":"10.1177/08968608241274095","title":"Impact of frailty on mortality and transfer to hemodialysis after peritoneal dialysis initiation","year":2024,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Dalhousie University","funders":"","keywords":"Peritoneal dialysis; Medicine; Hemodialysis; Dialysis; Internal medicine; Intensive care 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003827988,0.0003402169,0.0006880098,0.0009921623,0.00006145172,0.0001978874,0.0001695762,0.000120067,0.002131652],"category_scores_gemma":[0.0001482496,0.0002676194,0.001168123,0.0007576948,0.0001155623,0.0002139443,0.00009377812,0.0001903371,0.00008942182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003008947,"about_ca_system_score_gemma":0.0001181629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000591433,"about_ca_topic_score_gemma":0.0001164806,"domain_scores_codex":[0.9971593,0.00009993578,0.0006832852,0.0007099615,0.00106318,0.0002843601],"domain_scores_gemma":[0.9988961,0.0001178106,0.00004073355,0.0003980295,0.0001965711,0.0003507225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008474884,0.006493075,0.6343521,0.001210503,0.04948911,0.001099993,0.01438704,0.004885201,0.08021116,0.005765314,0.004858688,0.188773],"study_design_scores_gemma":[0.0009122802,0.0004470906,0.9808833,0.0002185726,0.003083673,0.000007451232,0.00007946397,0.00922097,0.002265973,0.0001458902,0.002348968,0.0003863675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903819,0.0002370346,0.00159267,0.001253219,0.0004444752,0.0003512485,0.0004361812,0.00007448115,0.005228823],"genre_scores_gemma":[0.9974324,0.000172968,0.0002110612,0.000382705,0.0008029641,0.0001774685,0.0004497766,0.00004006691,0.000330555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3465312,"threshold_uncertainty_score":0.9999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147011132347928,"score_gpt":0.3501826594530645,"score_spread":0.3187125481295852,"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."}}