{"id":"W4319333927","doi":"10.1177/08968608221149546","title":"Evaluation and outcomes of a 5-year assisted peritoneal dialysis program","year":2023,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Peritoneal dialysis; Dialysis; Demographics; Referral; Transplantation; Respite care; Emergency medicine; Surgery; Physical therapy; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.001092176,0.0002154932,0.0005820339,0.0007277431,0.00008685078,0.00009263167,0.0001737611,0.00008859547,0.000745906],"category_scores_gemma":[0.0006354475,0.0001769932,0.0004877382,0.0007997589,0.0001545278,0.0001248558,0.0001780119,0.0001071481,0.00007660226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273713,"about_ca_system_score_gemma":0.00009913221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399491,"about_ca_topic_score_gemma":0.00004905481,"domain_scores_codex":[0.9967325,0.0001411037,0.0005826229,0.0004567279,0.001840288,0.0002468035],"domain_scores_gemma":[0.9986881,0.00009413331,0.0002009866,0.0003188165,0.0005192281,0.0001787343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003991398,0.002163504,0.3903418,0.000158182,0.0088347,0.00006016188,0.001249744,0.0002007294,0.006111494,0.001338352,0.002662081,0.5864801],"study_design_scores_gemma":[0.001929402,0.0001374381,0.9573591,0.00004639581,0.002832424,0.000004129457,0.0004027779,0.03191499,0.0003213188,0.0001941649,0.004661009,0.0001967946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98421,0.0001055902,0.00005794351,0.002873572,0.0004735818,0.000697893,0.00006783727,0.0001701825,0.01134342],"genre_scores_gemma":[0.9960167,0.0001712444,0.001078389,0.000113604,0.0002870085,0.0003479361,0.000807102,0.00002676217,0.001151253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5862833,"threshold_uncertainty_score":0.8167147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03210259501560931,"score_gpt":0.3594010829550546,"score_spread":0.3272984879394453,"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."}}