{"id":"W4414475096","doi":"10.1177/08968608251364097","title":"External validation of a prognostic model in routine practice for short- and long-term survival in peritoneal dialysis","year":2025,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Peritoneal dialysis; Hazard ratio; Confidence interval; Proportional hazards model; Dialysis; Survival analysis; Risk assessment; Cohort; Cohort study","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008100322,0.0002290662,0.0006417656,0.0009141861,0.00004485897,0.00008736254,0.0001987195,0.000101371,0.00006885359],"category_scores_gemma":[0.001016602,0.0002166991,0.000284711,0.0005303325,0.00009813134,0.0002618075,0.0001604971,0.0001609957,0.000001822821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130823,"about_ca_system_score_gemma":0.0001368193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448668,"about_ca_topic_score_gemma":0.0002395196,"domain_scores_codex":[0.9975988,0.0001195433,0.0008650305,0.0005256729,0.0006302809,0.0002607041],"domain_scores_gemma":[0.9988658,0.0003285708,0.0001765363,0.000239661,0.0002915752,0.00009782996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002458835,0.003004121,0.9587967,0.0004061115,0.001232812,0.00007071164,0.0008697999,0.006000936,0.005676765,0.004408623,0.00003791584,0.01703667],"study_design_scores_gemma":[0.004268055,0.0001516814,0.8089893,0.0005607227,0.001863434,0.000005377644,0.0003164587,0.1813227,0.001500275,0.0005435195,0.0001638073,0.0003146612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759772,0.0003532887,0.01817426,0.002111376,0.0003539406,0.000758291,0.00005819346,0.00001938661,0.00219408],"genre_scores_gemma":[0.9960222,0.0002539156,0.002212368,0.0001854096,0.0001962978,0.0002999231,0.0003487831,0.00001925609,0.0004618069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1753218,"threshold_uncertainty_score":0.8836735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228689963531109,"score_gpt":0.3395176977798413,"score_spread":0.3172307981445301,"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."}}