{"id":"W4407227408","doi":"10.1177/08968608251313680","title":"Retrospective review of assisted peritoneal dialysis: The Alberta, Canada experience","year":2025,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Peritoneal dialysis; Retrospective cohort study; Hemodialysis; Dialysis; Peritonitis; Health care; Internal medicine; Emergency 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003397201,0.0002489455,0.0007211008,0.0002028523,0.0001530326,0.00005238884,0.0005299235,0.00005645521,0.001525912],"category_scores_gemma":[0.0008639196,0.0001707643,0.0005793299,0.0008813852,0.0002101373,0.00008838168,0.0002155176,0.0001918706,0.00001097031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005417208,"about_ca_system_score_gemma":0.0006103612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2110905,"about_ca_topic_score_gemma":0.1413866,"domain_scores_codex":[0.9971318,0.0001296875,0.000802655,0.0004815841,0.001200405,0.0002538522],"domain_scores_gemma":[0.9983581,0.0001312497,0.000282916,0.0006138288,0.0004877562,0.0001261108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002030275,0.005384506,0.4403692,0.009136927,0.03551346,0.000440849,0.005830706,0.0002015796,0.009838442,0.05851405,0.3152264,0.1175136],"study_design_scores_gemma":[0.001407889,0.00007525948,0.7259424,0.004242997,0.003665116,0.000014651,0.001000345,0.00187434,0.001891683,0.0001243691,0.2593074,0.0004535369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3868348,0.02170209,0.0009666804,0.09267971,0.00603857,0.002536064,0.0003391119,0.0001153739,0.4887877],"genre_scores_gemma":[0.9824697,0.003001597,0.0001263099,0.005184734,0.0003025659,0.0002256821,0.0002340434,0.00001498006,0.008440367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5956349,"threshold_uncertainty_score":0.9993868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009144209176409075,"score_gpt":0.2858942405120462,"score_spread":0.2767500313356371,"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."}}