{"id":"W4415592684","doi":"10.1177/08968608251385614","title":"Incremental start and clinical outcomes in peritoneal dialysis: International results from PDOPPS","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":"St. Michael's Hospital","funders":"","keywords":"Peritoneal dialysis; Peritonitis; Dialysis; Continuous ambulatory peritoneal dialysis; Medical prescription; Renal replacement therapy; Proportional hazards model; Logistic regression; Prospective cohort study","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008650782,0.0003533308,0.0008807477,0.0008694365,0.0001016612,0.0002370319,0.0004699635,0.0001779496,0.000717552],"category_scores_gemma":[0.0009932156,0.0003102881,0.0006671982,0.0003931476,0.0002444488,0.0002529678,0.000558975,0.0003783818,0.00006685379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003483762,"about_ca_system_score_gemma":0.0001358445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271764,"about_ca_topic_score_gemma":0.001211783,"domain_scores_codex":[0.9959036,0.0001886832,0.001577365,0.0009742551,0.001026222,0.0003299202],"domain_scores_gemma":[0.9984511,0.0004018195,0.0002579636,0.0004671419,0.0001837993,0.0002381786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002261323,0.002218546,0.9501396,0.00001787808,0.005988298,0.0001769737,0.0004806538,0.00004281358,0.0005940669,0.001132985,0.004109006,0.03283782],"study_design_scores_gemma":[0.006970357,0.00007640223,0.9603602,0.0001448977,0.0009573864,0.000002290746,0.0005657015,0.006478979,0.0001545542,0.0003805337,0.02360442,0.0003042243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534408,0.000163064,0.0001975415,0.0134952,0.002617934,0.0003843086,0.0005749656,0.00007226585,0.02905392],"genre_scores_gemma":[0.9903702,0.000635193,0.001275737,0.001916242,0.0008644676,0.00007577607,0.001810486,0.00002346103,0.003028444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03692939,"threshold_uncertainty_score":0.9999349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215701620792743,"score_gpt":0.3432159481493437,"score_spread":0.3216457860700694,"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."}}