{"id":"W2150820150","doi":"10.1093/ndt/gfp189","title":"Survival and dialysis initiation: comparing British Columbia and Scotland registries","year":2009,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; MEDLINE; Family medicine; Intensive care medicine; Internal medicine","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":[0.003498355,0.0003688,0.0006789937,0.003306207,0.001171777,0.001779292,0.001168988,0.0005752375,0.001761104],"category_scores_gemma":[0.01159464,0.000289644,0.0006643919,0.006865033,0.0006294223,0.0004267508,0.001814359,0.0003893638,0.0002246133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00830397,"about_ca_system_score_gemma":0.007919776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9262699,"about_ca_topic_score_gemma":0.9426434,"domain_scores_codex":[0.9960715,0.001007327,0.0003155838,0.0005710311,0.001083187,0.0009514151],"domain_scores_gemma":[0.9882791,0.001809508,0.00334065,0.0008016714,0.004089681,0.001679248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002272589,0.00001397963,0.9951298,0.00002554929,0.0001541872,0.00007819642,0.0003674016,0.0001168503,0.00005576558,0.00007355835,0.001192634,0.002564708],"study_design_scores_gemma":[0.00001725541,0.0000212193,0.9985415,0.00002218522,0.00004073593,0.00004223588,0.0005318244,0.0001646181,0.00001532259,0.00001230667,0.0005846035,0.000006234636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923223,0.0007018211,0.0001004103,0.0002764801,0.00001495747,0.000034918,0.004337154,0.00001154253,0.002200546],"genre_scores_gemma":[0.9940851,0.0003457541,0.00008383273,0.0001249078,0.00001024213,0.0000258975,0.004901789,0.000007644214,0.0004149192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07373005,"threshold_uncertainty_score":0.1483285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359678105660045,"score_gpt":0.2394529249692527,"score_spread":0.2258561439126523,"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."}}