{"id":"W3169661598","doi":"10.1177/20543581211023330","title":"Frailty Severity and Hospitalization After Dialysis Initiation","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Western University; Dalhousie University","funders":"","keywords":"Medicine; Dialysis; Hazard ratio; Confidence interval; Internal medicine; Proportional hazards model; Relative risk","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006009741,0.0002135507,0.0002714138,0.0007133381,0.0004458742,0.0005487878,0.0003462832,0.0002719614,0.001471089],"category_scores_gemma":[0.003486683,0.0001288673,0.0004433294,0.0005840882,0.0003084983,0.0001792122,0.0004321799,0.000666614,0.0001083897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001354172,"about_ca_system_score_gemma":0.001497872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09538592,"about_ca_topic_score_gemma":0.1024344,"domain_scores_codex":[0.9996282,0.00006342289,0.00003102811,0.00005875344,0.0001016495,0.0001170367],"domain_scores_gemma":[0.9953394,0.0004277395,0.002294366,0.0001484544,0.0005203187,0.001269731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005821406,0.000007547061,0.9993176,0.000005895571,0.00002493671,0.00002125147,0.00002919389,0.00002907245,0.00003575969,0.000005365481,0.00006508831,0.0004001375],"study_design_scores_gemma":[0.000001441273,0.00001306728,0.9998158,0.000006540859,0.000006527461,0.00004311125,0.00001864309,0.00004625356,0.000007954317,0.000005488298,0.00003394115,0.000001244194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987651,0.0004568987,0.00002319908,0.00007981749,0.000005685391,0.00000642074,0.0003638489,0.000002036977,0.000296944],"genre_scores_gemma":[0.9995232,0.00009440857,0.00001402129,0.00001250229,0.000005830463,0.000001851586,0.0002863855,5.344145e-7,0.00006132565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09538592,"threshold_uncertainty_score":0.1896614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260701634901366,"score_gpt":0.2620263100641607,"score_spread":0.249419293715147,"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."}}