{"id":"W4322499638","doi":"10.1177/08968608231156924","title":"Continuous quality improvement in peritoneal dialysis: Your questions answered","year":2023,"lang":"en","type":"review","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Peritoneal dialysis; Medicine; Quality management; Intensive care medicine; Quality (philosophy); Dialysis; Operations management; Surgery; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001380766,0.0009431231,0.004091691,0.002024436,0.0001549441,0.0003312871,0.0008258556,0.0004838876,0.0008944117],"category_scores_gemma":[0.0007432016,0.0007992129,0.003181944,0.001565159,0.0001918485,0.0001785935,0.0005443427,0.0007911284,0.0007443381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179307,"about_ca_system_score_gemma":0.0005457892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745013,"about_ca_topic_score_gemma":0.000614965,"domain_scores_codex":[0.9925639,0.0004780969,0.002902756,0.00149912,0.001809939,0.0007461595],"domain_scores_gemma":[0.9969831,0.0002622501,0.0009446784,0.0010398,0.0003109293,0.0004592761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001378773,0.001890096,0.0005202756,0.006099174,0.008055299,0.0004858209,0.0003835167,0.00002681978,0.00002883006,0.001141238,0.001806019,0.979425],"study_design_scores_gemma":[0.001566386,0.0001473659,0.002864537,0.006697407,0.008274311,0.00001747786,0.0003547914,0.0003609462,0.000003675159,0.0001259675,0.9785492,0.001037924],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001709456,0.9776384,0.0001880122,0.001363619,0.00372344,0.003121626,0.001459617,0.0004777951,0.01031802],"genre_scores_gemma":[0.00245514,0.9789097,0.0002626262,0.0002314495,0.002288733,0.001709605,0.005659396,0.0001713312,0.008312054],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9783871,"threshold_uncertainty_score":0.9994459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0714321020873266,"score_gpt":0.4038213596100239,"score_spread":0.3323892575226973,"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."}}